Methods › General › Model Compression › Pruning › Papers, page 10
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)
Page 10 of 39: papers 901 to 1,000 of 3,874, newest first by the archive's date (ties by slug), in archive order.
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.
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(PASS) Visual Prompt Locates Good Structure Sparsity through a Recurrent HyperNetwork 24 Jul 2024 · 0 repositories · arXiv:2407.17412
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SFPrompt: Communication-Efficient Split Federated Fine-Tuning for Large Pre-Trained Models over Resource-Limited Devices 24 Jul 2024 · 0 repositories · arXiv:2407.17533
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Exploring The Neural Burden In Pruned Models: An Insight Inspired By Neuroscience 23 Jul 2024 · 0 repositories · arXiv:2407.16716
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Low Rank Field-Weighted Factorization Machines for Low Latency Item Recommendation 22 Jul 2024 · 1 repository · arXiv:2408.00801
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Comprehensive Study on Performance Evaluation and Optimization of Model Compression: Bridging Traditional Deep Learning and Large Language Models 22 Jul 2024 · 0 repositories · arXiv:2407.15904
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Token-Picker: Accelerating Attention in Text Generation with Minimized Memory Transfer via Probability Estimation 21 Jul 2024 · 0 repositories · arXiv:2407.15131
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Compact Language Models via Pruning and Knowledge Distillation 19 Jul 2024 · 1 repository · arXiv:2407.14679
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LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference 19 Jul 2024 · 0 repositories · arXiv:2407.14057
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Straightforward Layer-wise Pruning for More Efficient Visual Adaptation 19 Jul 2024 · 1 repository · arXiv:2407.14330
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Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations 19 Jul 2024 · 1 repository · arXiv:2407.14367
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CCSRP: Robust Pruning of Spiking Neural Networks through Cooperative Coevolution 18 Jul 2024 · 0 repositories · arXiv:2408.00794
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Reconstruct the Pruned Model without Any Retraining 18 Jul 2024 · 0 repositories · arXiv:2407.13331
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A Three-Stage Algorithm for the Closest String Problem on Artificial and Real Gene Sequences 17 Jul 2024 · 0 repositories · arXiv:2407.13023
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Hybrid Dynamic Pruning: A Pathway to Efficient Transformer Inference 17 Jul 2024 · 0 repositories · arXiv:2407.12893
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Strawberry detection and counting based on YOLOv7 pruning and information based tracking algorithm 17 Jul 2024 · 0 repositories · arXiv:2407.12614
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MINI-LLM: Memory-Efficient Structured Pruning for Large Language Models 16 Jul 2024 · 0 repositories · arXiv:2407.11681
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Neural Passage Quality Estimation for Static Pruning 16 Jul 2024 · 1 repository · arXiv:2407.12170
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Tackling Oversmoothing in GNN via Graph Sparsification: A Truss-based Approach 16 Jul 2024 · 0 repositories · arXiv:2407.11928
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GTPT: Group-based Token Pruning Transformer for Efficient Human Pose Estimation 15 Jul 2024 · 0 repositories · arXiv:2407.10756
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Minimizing PLM-Based Few-Shot Intent Detectors 13 Jul 2024 · 1 repository · arXiv:2407.09943
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Team up GBDTs and DNNs: Advancing Efficient and Effective Tabular Prediction with Tree-hybrid MLPs 13 Jul 2024 · 1 repository · arXiv:2407.09790Syntology official (archive's flag): 7 ran · 7 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; 1 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 1 pointer-only (licence)
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Diversifying the Expert Knowledge for Task-Agnostic Pruning in Sparse Mixture-of-Experts 12 Jul 2024 · 0 repositories · arXiv:2407.09590
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ADMM Based Semi-Structured Pattern Pruning Framework For Transformer 11 Jul 2024 · 0 repositories · arXiv:2407.08334
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Automatic Pruning of Fine-tuning Datasets for Transformer-based Language Models 11 Jul 2024 · 1 repository · arXiv:2407.08887
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Characterizing Prompt Compression Methods for Long Context Inference 11 Jul 2024 · 0 repositories · arXiv:2407.08892
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Dynamic Encoder Size Based on Data-Driven Layer-wise Pruning for Speech Recognition 10 Jul 2024 · 0 repositories · arXiv:2407.18930
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Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing 8 Jul 2024 · 0 repositories · arXiv:2407.06452
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LDGCN: An Edge-End Lightweight Dual GCN Based on Single-Channel EEG for Driver Drowsiness Monitoring 8 Jul 2024 · 1 repository · arXiv:2407.05749
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Pruning Large Language Models to Intra-module Low-rank Architecture with Transitional Activations 8 Jul 2024 · 1 repository · arXiv:2407.05690
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Learning Delays Through Gradients and Structure: Emergence of Spatiotemporal Patterns in Spiking Neural Networks 7 Jul 2024 · 1 repository · arXiv:2407.18917
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Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM Compression 6 Jul 2024 · 1 repository · arXiv:2407.04965Syntology official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 16 harvested samples) · 16 pointer-only (licence)
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Code Less, Align More: Efficient LLM Fine-tuning for Code Generation with Data Pruning 6 Jul 2024 · 0 repositories · arXiv:2407.05040
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DMTG: One-Shot Differentiable Multi-Task Grouping 6 Jul 2024 · 1 repository · arXiv:2407.05082Syntology official (archive's flag): 7 ran · 7 ran (of which 1 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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The Solution for the AIGC Inference Performance Optimization Competition 6 Jul 2024 · 0 repositories · arXiv:2407.04991
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An Interactive Multi-modal Query Answering System with Retrieval-Augmented Large Language Models 5 Jul 2024 · 1 repository · arXiv:2407.04217
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Isomorphic Pruning for Vision Models 5 Jul 2024 · 1 repository · arXiv:2407.04616Syntology official (archive's flag): 4 ran · 4 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; 1 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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LayerShuffle: Enhancing Robustness in Vision Transformers by Randomizing Layer Execution Order 5 Jul 2024 · 1 repository · arXiv:2407.04513
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The Impact of Quantization and Pruning on Deep Reinforcement Learning Models 5 Jul 2024 · 0 repositories · arXiv:2407.04803
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Functional Faithfulness in the Wild: Circuit Discovery with Differentiable Computation Graph Pruning 4 Jul 2024 · 0 repositories · arXiv:2407.03779
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Sparsest Models Elude Pruning: An Exposé of Pruning's Current Capabilities 4 Jul 2024 · 1 repository · arXiv:2407.04075
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Efficient DNN-Powered Software with Fair Sparse Models 3 Jul 2024 · 0 repositories · arXiv:2407.02805
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Enhancements for Real-Time Monte-Carlo Tree Search in General Video Game Playing 3 Jul 2024 · 0 repositories · arXiv:2407.03049
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DM3D: Distortion-Minimized Weight Pruning for Lossless 3D Object Detection 2 Jul 2024 · 0 repositories · arXiv:2407.02098
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LPViT: Low-Power Semi-structured Pruning for Vision Transformers 2 Jul 2024 · 1 repository · arXiv:2407.02068Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 1 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 12 harvested samples) · 12 pointer-only (licence)
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Dynamic Universal Approximation Theory: The Basic Theory for Deep Learning-Based Computer Vision Models 2 Jul 2024 · 0 repositories · arXiv:2407.17480
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Efficient Expert Pruning for Sparse Mixture-of-Experts Language Models: Enhancing Performance and Reducing Inference Costs 1 Jul 2024 · 1 repository · arXiv:2407.00945
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Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks 1 Jul 2024 · 1 repository · arXiv:2407.01054
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Pruning One More Token is Enough: Leveraging Latency-Workload Non-Linearities for Vision Transformers on the Edge 1 Jul 2024 · 1 repository · arXiv:2407.05941
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Dynamic Universal Approximation Theory: The Basic Theory for Transformer-based Large Language Models 1 Jul 2024 · 0 repositories · arXiv:2407.00958
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Brevity is the soul of wit: Pruning long files for code generation 29 Jun 2024 · 0 repositories · arXiv:2407.00434
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Automatic register identification for the open web using multilingual deep learning 28 Jun 2024 · 1 repository · arXiv:2406.19892
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FedMap: Iterative Magnitude-Based Pruning for Communication-Efficient Federated Learning 27 Jun 2024 · 0 repositories · arXiv:2406.19050
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Which Neurons Matter in IR? Applying Integrated Gradients-based Methods to Understand Cross-Encoders 27 Jun 2024 · 0 repositories · arXiv:2406.19309
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Dynamic Data Pruning for Automatic Speech Recognition 26 Jun 2024 · 0 repositories · arXiv:2406.18373
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FactFinders at CheckThat! 2024: Refining Check-worthy Statement Detection with LLMs through Data Pruning 26 Jun 2024 · 1 repository · arXiv:2406.18297
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Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs 26 Jun 2024 · 1 repository · arXiv:2406.18294Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
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Trimming the Fat: Efficient Compression of 3D Gaussian Splats through Pruning 26 Jun 2024 · 1 repository · arXiv:2406.18214Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Consensus Learning with Deep Sets for Essential Matrix Estimation 25 Jun 2024 · 1 repository · arXiv:2406.17414
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Geometric Median (GM) Matching for Robust Data Pruning 25 Jun 2024 · 0 repositories · arXiv:2406.17188
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TRAWL: Tensor Reduced and Approximated Weights for Large Language Models 25 Jun 2024 · 1 repository · arXiv:2406.17261
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Layer-Wise Quantization: A Pragmatic and Effective Method for Quantizing LLMs Beyond Integer Bit-Levels 25 Jun 2024 · 1 repository · arXiv:2406.17415
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AND: Audio Network Dissection for Interpreting Deep Acoustic Models 24 Jun 2024 · 0 repositories · arXiv:2406.16990
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ClotheDreamer: Text-Guided Garment Generation with 3D Gaussians 24 Jun 2024 · 0 repositories · arXiv:2406.16815
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Finding Transformer Circuits with Edge Pruning 24 Jun 2024 · 1 repository · arXiv:2406.16778Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples)
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Learning on Transformers is Provable Low-Rank and Sparse: A One-layer Analysis 24 Jun 2024 · 0 repositories · arXiv:2406.17167
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Pruning via Merging: Compressing LLMs via Manifold Alignment Based Layer Merging 24 Jun 2024 · 1 repository · arXiv:2406.16330Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 7 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples) · 13 pointer-only (licence)
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Reducing the Memory Footprint of 3D Gaussian Splatting 24 Jun 2024 · 0 repositories · arXiv:2406.17074
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D2SP: Dynamic Dual-Stage Purification Framework for Dual Noise Mitigation in Vision-based Affective Recognition 24 Jun 2024 · 0 repositories · arXiv:2406.16473
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ShadowLLM: Predictor-based Contextual Sparsity for Large Language Models 24 Jun 2024 · 1 repository · arXiv:2406.16635Syntology 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)
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Alpha²: Discovering Logical Formulaic Alphas using Deep Reinforcement Learning 24 Jun 2024 · 1 repository · arXiv:2406.16505
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Towards Lightweight Graph Neural Network Search with Curriculum Graph Sparsification 24 Jun 2024 · 0 repositories · arXiv:2406.16357
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LGS: A Light-weight 4D Gaussian Splatting for Efficient Surgical Scene Reconstruction 23 Jun 2024 · 1 repository · arXiv:2406.16073Syntology 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) · 4 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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DISHA: Low-Energy Sparse Transformer at Edge for Outdoor Navigation for the Visually Impaired Individuals 22 Jun 2024 · 0 repositories · arXiv:2406.15864
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EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Layerwise Unified Compression and Adaptive Layer Tuning and Voting 22 Jun 2024 · 1 repository · arXiv:2406.15758
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RankAdaptor: Hierarchical Rank Allocation for Efficient Fine-Tuning Pruned LLMs via Performance Model 22 Jun 2024 · 0 repositories · arXiv:2406.15734
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What Matters in Transformers? Not All Attention is Needed 22 Jun 2024 · 2 repositories · arXiv:2406.15786Syntology 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) · 5 unverified (of 10 harvested samples) · 3 pointer-only (licence)
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Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimization 21 Jun 2024 · 1 repository · arXiv:2406.15524Syntology 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) · 5 unverified (of 8 harvested samples) · 8 pointer-only (licence)
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Measuring Sample Importance in Data Pruning for Language Models based on Information Entropy 20 Jun 2024 · 0 repositories · arXiv:2406.14124
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xCOMET-lite: Bridging the Gap Between Efficiency and Quality in Learned MT Evaluation Metrics 20 Jun 2024 · 1 repository · arXiv:2406.14553
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Large-Scale Dataset Pruning in Adversarial Training through Data Importance Extrapolation 19 Jun 2024 · 1 repository · arXiv:2406.13283Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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Attention Score is not All You Need for Token Importance Indicator in KV Cache Reduction: Value Also Matters 18 Jun 2024 · 1 repository · arXiv:2406.12335Syntology 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) · 1 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (of 4 harvested samples) · 4 pointer-only (licence)
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Federated Learning with a Single Shared Image 18 Jun 2024 · 1 repository · arXiv:2406.12658
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LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging 18 Jun 2024 · 1 repository · arXiv:2406.12837Syntology official (archive's flag): 17 ran · 17 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 8 where Syntology's instrument failed) · 6 unverified (of 23 harvested samples) · 2 pointer-only (licence)
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A Comprehensive Study of Structural Pruning for Vision Models 18 Jun 2024 · 1 repository · arXiv:2406.12315
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Reproducibility of predictive networks for mouse visual cortex 18 Jun 2024 · 0 repositories · arXiv:2406.12625
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SCORE: A 1D Reparameterization Technique to Break Bayesian Optimization's Curse of Dimensionality 18 Jun 2024 · 1 repository · arXiv:2406.12661
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The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs 18 Jun 2024 · 1 repository · arXiv:2406.12539
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Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition 17 Jun 2024 · 1 repository · arXiv:2406.11192
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DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling 17 Jun 2024 · 1 repository · arXiv:2406.11617Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples) · 15 pointer-only (licence)
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Multi-Dimensional Pruning: Joint Channel, Layer and Block Pruning with Latency Constraint 17 Jun 2024 · 0 repositories · arXiv:2406.12079
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Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models 17 Jun 2024 · 1 repository · arXiv:2406.12042Syntology 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) · 1 unverified (of 5 harvested samples)
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On the Feasibility of Fidelity^- for Graph Pruning 17 Jun 2024 · 0 repositories · arXiv:2406.11504
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Pick-or-Mix: Dynamic Channel Sampling for ConvNets 16 Jun 2024 · 1 repository · arXiv:2406.10935
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BlockPruner: Fine-grained Pruning for Large Language Models 15 Jun 2024 · 1 repository · arXiv:2406.10594Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 1 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (of 12 harvested samples) · 12 pointer-only (licence)
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Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient 15 Jun 2024 · 0 repositories · arXiv:2406.10576
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HIRO: Hierarchical Information Retrieval Optimization 14 Jun 2024 · 1 repository · arXiv:2406.09979
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PUP 3D-GS: Principled Uncertainty Pruning for 3D Gaussian Splatting 14 Jun 2024 · 1 repository · arXiv:2406.10219Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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AV-GS: Learning Material and Geometry Aware Priors for Novel View Acoustic Synthesis 13 Jun 2024 · 0 repositories · arXiv:2406.08920
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GaussianForest: Hierarchical-Hybrid 3D Gaussian Splatting for Compressed Scene Modeling 13 Jun 2024 · 0 repositories · arXiv:2406.08759
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LLM-based Knowledge Pruning for Time Series Data Analytics on Edge-computing Devices 13 Jun 2024 · 0 repositories · arXiv:2406.08765