Methods › General › Model Compression › Pruning › Papers where code ran, page 1

Pruning

Papers archive 2025-07-28

archive papers tagged: 3,874 · with a code link: 1,508 · where Syntology ran a sample: 478 (395 with a run with no instrument failure, 83 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (478 of 3,874 tagged: 395 with a run with no instrument failure, 83 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not isolate this method inside it.

Page 1 of 5: papers 1 to 100 of the 478 tagged papers where Syntology ran at least one harvested sample (395 with a run with no instrument failure, 83 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.

• Enhancing Safe and Controllable Protein Generation via Knowledge Preference Optimization
  15 Jul 2025 · 1 repository · arXiv:2507.10923
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• DESIGN: Encrypted GNN Inference via Server-Side Input Graph Pruning
  8 Jul 2025 · 0 repositories · arXiv:2507.05649
  Syntology 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• Evolving Prompts In-Context: An Open-ended, Self-replicating Perspective
  22 Jun 2025 · 1 repository · arXiv:2506.17930
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
• Safe Pruning LoRA: Robust Distance-Guided Pruning for Safety Alignment in Adaptation of LLMs
  21 Jun 2025 · 1 repository · arXiv:2506.18931
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• Beyond Attention or Similarity: Maximizing Conditional Diversity for Token Pruning in MLLMs
  12 Jun 2025 · 1 repository · arXiv:2506.10967
  Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples) · 1 pointer-only (licence)
• Olica: Efficient Structured Pruning of Large Language Models without Retraining
  10 Jun 2025 · 1 repository · arXiv:2506.08436
  Syntology official (archive's flag): 4 ran · 4 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 10 harvested samples) · 10 pointer-only (licence)
• SAFE: Finding Sparse and Flat Minima to Improve Pruning
  7 Jun 2025 · 2 repositories · arXiv:2506.06866
  Syntology official (archive's flag): 10 ran · 10 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 6 where Syntology's instrument failed) · 8 unverified (of 18 harvested samples)
• Eigenspectrum Analysis of Neural Networks without Aspect Ratio Bias
  6 Jun 2025 · 1 repository · arXiv:2506.06280
  Syntology 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Hyperbolic Dataset Distillation
  30 May 2025 · 1 repository · arXiv:2505.24623
  Syntology official: no sample here; runs from other or unrecorded repositories · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• DenoiseRotator: Enhance Pruning Robustness for LLMs via Importance Concentration
  29 May 2025 · 1 repository · arXiv:2505.23049
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
• Less is More: Unlocking Specialization of Time Series Foundation Models via Structured Pruning
  29 May 2025 · 0 repositories · arXiv:2505.23195
  Syntology 3 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples)
• Mustafar: Promoting Unstructured Sparsity for KV Cache Pruning in LLM Inference
  28 May 2025 · 1 repository · arXiv:2505.22913
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression
  26 May 2025 · 1 repository · arXiv:2505.19433
  Syntology official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 2 pointer-only (licence)
• FlowCut: Rethinking Redundancy via Information Flow for Efficient Vision-Language Models
  26 May 2025 · 1 repository · arXiv:2505.19536
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Grokking ExPLAIND: Unifying Model, Data, and Training Attribution to Study Model Behavior
  26 May 2025 · 1 repository · arXiv:2505.20076
  Syntology official (archive's flag): 3 ran · 3 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (of 5 harvested samples)
• ReplaceMe: Network Simplification via Layer Pruning and Linear Transformations
  5 May 2025 · 1 repository · arXiv:2505.02819
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• NoWag: A Unified Framework for Shape Preserving Compression of Large Language Models
  20 Apr 2025 · 1 repository · arXiv:2504.14569
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation
  16 Apr 2025 · 1 repository · arXiv:2504.12436
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
• PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models
  11 Apr 2025 · 1 repository · arXiv:2504.08966
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
• Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation
  3 Apr 2025 · 1 repository · arXiv:2504.02438
  Syntology official: harvested, nothing ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
  2 Apr 2025 · 1 repository · arXiv:2504.01296
  Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (of 10 harvested samples)
• FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning
  30 Mar 2025 · 1 repository · arXiv:2503.23367
  Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples) · 1 pointer-only (licence)
• Efficient Token Compression for Vision Transformer with Spatial Information Preserved
  30 Mar 2025 · 1 repository · arXiv:2503.23455
  Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 14 harvested samples) · 14 pointer-only (licence)
• CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models
  28 Mar 2025 · 1 repository · arXiv:2503.22342
  Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (of 13 harvested samples) · 1 pointer-only (licence)
• SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity
  26 Mar 2025 · 1 repository · arXiv:2503.20354
  Syntology 15 ran (of which 4 constructed an object rather than computing a result; 10 with no instrument failure: 5 honoured, 1 violated, 4 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (of 19 harvested samples) · 19 pointer-only (licence)
• Scaling Vision Pre-Training to 4K Resolution
  25 Mar 2025 · 2 repositories · arXiv:2503.19903
  Syntology 11 ran (of which 1 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 1 violated, 5 with no contract checked; 4 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples) · 2 pointer-only (licence)
• Severing Spurious Correlations with Data Pruning
  24 Mar 2025 · 1 repository · arXiv:2503.18258
  Syntology official (archive's flag): 1 ran · 3 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Lifting the Veil on Visual Information Flow in MLLMs: Unlocking Pathways to Faster Inference
  17 Mar 2025 · 1 repository · arXiv:2503.13108
  Syntology official (archive's flag): 4 ran · 4 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (of 6 harvested samples) · 6 pointer-only (licence)
• Scale Efficient Training for Large Datasets
  17 Mar 2025 · 1 repository · arXiv:2503.13385
  Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• FastVID: Dynamic Density Pruning for Fast Video Large Language Models
  14 Mar 2025 · 2 repositories · arXiv:2503.11187
  Syntology official (archive's flag): 1 ran · 7 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 6 where Syntology's instrument failed) · 4 unverified (of 11 harvested samples) · 4 pointer-only (licence)
• Keyframe-oriented Vision Token Pruning: Enhancing Efficiency of Large Vision Language Models on Long-Form Video Processing
  13 Mar 2025 · 1 repository · arXiv:2503.10742
  Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 6 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples) · 3 pointer-only (licence)
• Accelerate 3D Object Detection Models via Zero-Shot Attention Key Pruning
  11 Mar 2025 · 1 repository · arXiv:2503.08101
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• QuoTA: Query-oriented Token Assignment via CoT Query Decouple for Long Video Comprehension
  11 Mar 2025 · 1 repository · arXiv:2503.08689
  Syntology official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Training-Free Dataset Pruning for Instance Segmentation
  2 Mar 2025 · 1 repository · arXiv:2503.00828
  Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• Optimal Brain Apoptosis
  25 Feb 2025 · 1 repository · arXiv:2502.17941
  Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
• CipherPrune: Efficient and Scalable Private Transformer Inference
  24 Feb 2025 · 1 repository · arXiv:2502.16782
  Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (of 9 harvested samples) · 9 pointer-only (licence)
• Delta Decompression for MoE-based LLMs Compression
  24 Feb 2025 · 1 repository · arXiv:2502.17298
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
• Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression
  23 Feb 2025 · 1 repository · arXiv:2502.16638
  Syntology official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified; the one sample that ran constructed an object rather than computing a result (of 5 harvested samples)
• Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing
  21 Feb 2025 · 1 repository · arXiv:2502.15618
  Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 1 pointer-only (licence)
• Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models
  21 Feb 2025 · 1 repository · arXiv:2502.15910
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 12 unverified (of 18 harvested samples) · 18 pointer-only (licence)
• Train Small, Infer Large: Memory-Efficient LoRA Training for Large Language Models
  19 Feb 2025 · 1 repository · arXiv:2502.13533
  Syntology official (archive's flag): 4 ran · 5 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified (of 13 harvested samples) · 1 pointer-only (licence)
• Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training
  18 Feb 2025 · 1 repository · arXiv:2502.12734
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Stop Looking for Important Tokens in Multimodal Language Models: Duplication Matters More
  17 Feb 2025 · 1 repository · arXiv:2502.11494
  Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples) · 1 pointer-only (licence)
• SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL
  17 Feb 2025 · 1 repository · arXiv:2502.11741
  Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Identify Critical KV Cache in LLM Inference from an Output Perturbation Perspective
  6 Feb 2025 · 2 repositories · arXiv:2502.03805
  Syntology official (archive's flag): 1 ran · 4 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (of 11 harvested samples)
• Progressive Binarization with Semi-Structured Pruning for LLMs
  3 Feb 2025 · 1 repository · arXiv:2502.01705
  Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• FedRTS: Federated Robust Pruning via Combinatorial Thompson Sampling
  31 Jan 2025 · 0 repositories · arXiv:2501.19122
  Syntology 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• FrameFusion: Combining Similarity and Importance for Video Token Reduction on Large Visual Language Models
  30 Dec 2024 · 1 repository · arXiv:2501.01986
  Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples) · 1 pointer-only (licence)
• ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding
  29 Dec 2024 · 1 repository · arXiv:2412.20504
  Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples)
• TSGaussian: Semantic and Depth-Guided Target-Specific Gaussian Splatting from Sparse Views
  13 Dec 2024 · 1 repository · arXiv:2412.10051
  Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 12 harvested samples) · 4 pointer-only (licence)
• Post-Training Statistical Calibration for Higher Activation Sparsity
  10 Dec 2024 · 1 repository · arXiv:2412.07174
  Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples)
• [CLS] Token Tells Everything Needed for Training-free Efficient MLLMs
  8 Dec 2024 · 1 repository · arXiv:2412.05819
  Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples) · 1 pointer-only (licence)
• DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices
  8 Dec 2024 · 1 repository · arXiv:2412.05823
  Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 6 unverified (of 14 harvested samples) · 2 pointer-only (licence)
• FlexDiT: Dynamic Token Density Control for Diffusion Transformer
  8 Dec 2024 · 1 repository · arXiv:2412.06028
  Syntology official (archive's flag): 4 ran · 4 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (of 6 harvested samples) · 6 pointer-only (licence)
• Cross-Self KV Cache Pruning for Efficient Vision-Language Inference
  5 Dec 2024 · 1 repository · arXiv:2412.04652
  Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 1 pointer-only (licence)
• AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning
  4 Dec 2024 · 1 repository · arXiv:2412.03248
  Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 4 where Syntology's instrument failed) · 5 unverified (of 14 harvested samples) · 3 pointer-only (licence)
• A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs
  4 Dec 2024 · 1 repository · arXiv:2412.03324
  Syntology official: harvested, nothing ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• TinyFusion: Diffusion Transformers Learned Shallow
  2 Dec 2024 · 1 repository · arXiv:2412.01199
  Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs
  2 Dec 2024 · 2 repositories · arXiv:2412.01818
  Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples) · 1 pointer-only (licence)
• Speedy-Splat: Fast 3D Gaussian Splatting with Sparse Pixels and Sparse Primitives
  30 Nov 2024 · 1 repository · arXiv:2412.00578
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models
  22 Nov 2024 · 1 repository · arXiv:2411.15024
  Syntology official (archive's flag): 5 ran · 7 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 7 unverified (of 14 harvested samples) · 6 pointer-only (licence)
• DRPruning: Efficient Large Language Model Pruning through Distributionally Robust Optimization
  21 Nov 2024 · 1 repository · arXiv:2411.14055
  Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 1 pointer-only (licence)
• Adversarial Diffusion Compression for Real-World Image Super-Resolution
  20 Nov 2024 · 2 repositories · arXiv:2411.13383
  Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 14 harvested samples) · 4 pointer-only (licence)
• Distill the Best, Ignore the Rest: Improving Dataset Distillation with Loss-Value-Based Pruning
  18 Nov 2024 · 1 repository · arXiv:2411.12115
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Efficient Density Control for 3D Gaussian Splatting
  15 Nov 2024 · 1 repository · arXiv:2411.10133
  Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples) · 10 pointer-only (licence)
• The Super Weight in Large Language Models
  11 Nov 2024 · 1 repository · arXiv:2411.07191
  Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• MicroScopiQ: Accelerating Foundational Models through Outlier-Aware Microscaling Quantization
  8 Nov 2024 · 1 repository · arXiv:2411.05282
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (of 12 harvested samples) · 1 pointer-only (licence)
• Layer-Adaptive State Pruning for Deep State Space Models
  5 Nov 2024 · 1 repository · arXiv:2411.02824
  Syntology official (archive's flag): 16 ran · 16 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 18 harvested samples) · 18 pointer-only (licence)
• Privacy-Preserving Graph-Based Machine Learning with Fully Homomorphic Encryption for Collaborative Anti-Money Laundering
  5 Nov 2024 · 1 repository · arXiv:2411.02926
  Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples) · 1 pointer-only (licence)
• Navigating Extremes: Dynamic Sparsity in Large Output Space
  5 Nov 2024 · 1 repository · arXiv:2411.03171
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• RSL-SQL: Robust Schema Linking in Text-to-SQL Generation
  31 Oct 2024 · 1 repository · arXiv:2411.00073
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• GeoLLaVA: Efficient Fine-Tuned Vision-Language Models for Temporal Change Detection in Remote Sensing
  25 Oct 2024 · 1 repository · arXiv:2410.19552
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• PixelGaussian: Generalizable 3D Gaussian Reconstruction from Arbitrary Views
  24 Oct 2024 · 1 repository · arXiv:2410.18979
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning
  18 Oct 2024 · 1 repository · arXiv:2410.14211
  Syntology 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 12 harvested samples) · 2 pointer-only (licence)
• EvoPress: Towards Optimal Dynamic Model Compression via Evolutionary Search
  18 Oct 2024 · 1 repository · arXiv:2410.14649
  Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 5 where Syntology's instrument failed) · 7 unverified (of 17 harvested samples)
• GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
  17 Oct 2024 · 1 repository · arXiv:2410.13761
  Syntology official (archive's flag): 12 ran · 12 ran (of which 4 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (of 18 harvested samples) · 18 pointer-only (licence)
• Rethinking Token Reduction for State Space Models
  16 Oct 2024 · 1 repository · arXiv:2410.14725
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models
  15 Oct 2024 · 1 repository · arXiv:2410.11988
  Syntology official (archive's flag): 4 ran · 7 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples) · 3 pointer-only (licence)
• Edge Unlearning is Not "on Edge"! An Adaptive Exact Unlearning System on Resource-Constrained Devices
  14 Oct 2024 · 1 repository · arXiv:2410.10128
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads
  14 Oct 2024 · 2 repositories · arXiv:2410.10819
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 1 pointer-only (licence)
• AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models
  14 Oct 2024 · 1 repository · arXiv:2410.10912
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• DARE the Extreme: Revisiting Delta-Parameter Pruning For Fine-Tuned Models
  12 Oct 2024 · 1 repository · arXiv:2410.09344
  Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 17 harvested samples) · 17 pointer-only (licence)
• SLiM: One-shot Quantization and Sparsity with Low-rank Approximation for LLM Weight Compression
  12 Oct 2024 · 1 repository · arXiv:2410.09615
  Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (of 16 harvested samples)
• S2HPruner: Soft-to-Hard Distillation Bridges the Discretization Gap in Pruning
  9 Oct 2024 · 0 repositories · arXiv:2410.07046
  Syntology 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning
  9 Oct 2024 · 1 repository · arXiv:2410.07461
  Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 9 harvested samples) · 1 pointer-only (licence)
• Ordering-Based Causal Discovery for Linear and Nonlinear Relations
  8 Oct 2024 · 1 repository · arXiv:2410.05890
  Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• Treat Visual Tokens as Text? But Your MLLM Only Needs Fewer Efforts to See
  8 Oct 2024 · 1 repository · arXiv:2410.06169
  Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples) · 1 pointer-only (licence)
• MC-MoE: Mixture Compressor for Mixture-of-Experts LLMs Gains More
  8 Oct 2024 · 1 repository · arXiv:2410.06270
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 9 pointer-only (licence)
• LLM-TOPLA: Efficient LLM Ensemble by Maximising Diversity
  4 Oct 2024 · 1 repository · arXiv:2410.03953
  Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• Unveiling Language Skills via Path-Level Circuit Discovery
  2 Oct 2024 · 1 repository · arXiv:2410.01334
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
• Two Sparse Matrices are Better than One: Sparsifying Neural Networks with Double Sparse Factorization
  27 Sep 2024 · 1 repository · arXiv:2409.18850
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 12 harvested samples) · 3 pointer-only (licence)
• MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models
  26 Sep 2024 · 1 repository · arXiv:2409.17481
  Syntology official (archive's flag): 5 ran · 5 ran (of which 1 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 11 unverified (of 16 harvested samples) · 16 pointer-only (licence)
• Search for Efficient Large Language Models
  25 Sep 2024 · 1 repository · arXiv:2409.17372
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Interpreting Arithmetic Mechanism in Large Language Models through Comparative Neuron Analysis
  21 Sep 2024 · 2 repositories · arXiv:2409.14144
  Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• V^3: Viewing Volumetric Videos on Mobiles via Streamable 2D Dynamic Gaussians
  20 Sep 2024 · 1 repository · arXiv:2409.13648
  Syntology 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 13 harvested samples) · 1 pointer-only (licence)
• OATS: Outlier-Aware Pruning Through Sparse and Low Rank Decomposition
  20 Sep 2024 · 1 repository · arXiv:2409.13652
  Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• CritiPrefill: A Segment-wise Criticality-based Approach for Prefilling Acceleration in LLMs
  19 Sep 2024 · 1 repository · arXiv:2409.12490
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Multi-Grid Graph Neural Networks with Self-Attention for Computational Mechanics
  18 Sep 2024 · 1 repository · arXiv:2409.11899
  Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 11 harvested samples) · 11 pointer-only (licence)
• Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models
  16 Sep 2024 · 1 repository · arXiv:2409.10197
  Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 1 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples) · 7 pointer-only (licence)
• Exploring Intrinsic Language-specific Subspaces in Fine-tuning Multilingual Neural Machine Translation
  8 Sep 2024 · 1 repository · arXiv:2409.05224
  Syntology official (archive's flag): 2 ran · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 2 harvested samples) · 2 pointer-only (licence)