Methods › General › Model Compression › Pruning › Papers, page 13
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 13 of 39: papers 1,201 to 1,300 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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Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision Transformers 15 Mar 2024 · 1 repository · arXiv:2403.10030Syntology 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) · 2 unverified (of 5 harvested samples)
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Adversarial Fine-tuning of Compressed Neural Networks for Joint Improvement of Robustness and Efficiency 14 Mar 2024 · 2 repositories · arXiv:2403.09441
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AutoDFP: Automatic Data-Free Pruning via Channel Similarity Reconstruction 13 Mar 2024 · 0 repositories · arXiv:2403.08204
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CoroNetGAN: Controlled Pruning of GANs via Hypernetworks 13 Mar 2024 · 0 repositories · arXiv:2403.08261
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SMART: Submodular Data Mixture Strategy for Instruction Tuning 13 Mar 2024 · 1 repository · arXiv:2403.08370Syntology official (archive's flag): 3 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) · 1 pointer-only (licence)
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Distilling the Knowledge in Data Pruning 12 Mar 2024 · 0 repositories · arXiv:2403.07854
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Efficient Knowledge Deletion from Trained Models through Layer-wise Partial Machine Unlearning 12 Mar 2024 · 0 repositories · arXiv:2403.07611
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Maxwell's Demon at Work: Efficient Pruning by Leveraging Saturation of Neurons 12 Mar 2024 · 0 repositories · arXiv:2403.07688
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MoPE-CLIP: Structured Pruning for Efficient Vision-Language Models with Module-wise Pruning Error Metric 12 Mar 2024 · 0 repositories · arXiv:2403.07839
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An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models 11 Mar 2024 · 1 repository · arXiv:2403.06764Syntology 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) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Enhanced Sparsification via Stimulative Training 11 Mar 2024 · 0 repositories · arXiv:2403.06417
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FALCON: FLOP-Aware Combinatorial Optimization for Neural Network Pruning 11 Mar 2024 · 2 repositories · arXiv:2403.07094
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Identifying and interpreting non-aligned human conceptual representations using language modeling 10 Mar 2024 · 0 repositories · arXiv:2403.06204
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Optimal Policy Sparsification and Low Rank Decomposition for Deep Reinforcement Learning 10 Mar 2024 · 0 repositories · arXiv:2403.06313
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Can Large Language Models Play Games? A Case Study of A Self-Play Approach 8 Mar 2024 · 0 repositories · arXiv:2403.05632
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MAP: MAsk-Pruning for Source-Free Model Intellectual Property Protection 7 Mar 2024 · 1 repository · arXiv:2403.04149
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ShortGPT: Layers in Large Language Models are More Redundant Than You Expect 6 Mar 2024 · 1 repository · arXiv:2403.03853
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Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN 6 Mar 2024 · 0 repositories · arXiv:2403.03409
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A general approach to enhance the survivability of backdoor attacks by decision path coupling 5 Mar 2024 · 1 repository · arXiv:2403.02950
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DPPA: Pruning Method for Large Language Model to Model Merging 5 Mar 2024 · 1 repository · arXiv:2403.02799
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DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting 5 Mar 2024 · 0 repositories · arXiv:2403.02914
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G-EvoNAS: Evolutionary Neural Architecture Search Based on Network Growth 5 Mar 2024 · 0 repositories · arXiv:2403.02667
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MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer 5 Mar 2024 · 1 repository · arXiv:2403.02991Syntology official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Pruning neural network models for gene regulatory dynamics using data and domain knowledge 5 Mar 2024 · 1 repository · arXiv:2403.04805Syntology official (archive's flag): 1 ran · 3 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; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 2 pointer-only (licence)
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DyCE: Dynamically Configurable Exiting for Deep Learning Compression and Real-time Scaling 4 Mar 2024 · 1 repository · arXiv:2403.01695
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Not All Layers of LLMs Are Necessary During Inference 4 Mar 2024 · 0 repositories · arXiv:2403.02181
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Towards efficient deep autoencoders for multivariate time series anomaly detection 4 Mar 2024 · 0 repositories · arXiv:2403.02429
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Representation Learning on Heterophilic Graph with Directional Neighborhood Attention 3 Mar 2024 · 0 repositories · arXiv:2403.01475
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Structurally Prune Anything: Any Architecture, Any Framework, Any Time 3 Mar 2024 · 0 repositories · arXiv:2403.18955
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Dissecting Language Models: Machine Unlearning via Selective Pruning 2 Mar 2024 · 1 repository · arXiv:2403.01267Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Motif distribution and function of sparse deep neural networks 1 Mar 2024 · 0 repositories · arXiv:2403.00974
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Masks, Signs, And Learning Rate Rewinding 29 Feb 2024 · 0 repositories · arXiv:2402.19262
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PRSA: Prompt Stealing Attacks against Real-World Prompt Services 29 Feb 2024 · 0 repositories · arXiv:2402.19200
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T3DNet: Compressing Point Cloud Models for Lightweight 3D Recognition 29 Feb 2024 · 0 repositories · arXiv:2402.19264
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Towards Explaining Deep Neural Network Compression Through a Probabilistic Latent Space 29 Feb 2024 · 0 repositories · arXiv:2403.00155
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Verification of Neural Networks' Global Robustness 29 Feb 2024 · 1 repository · arXiv:2402.19322
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Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models 28 Feb 2024 · 0 repositories · arXiv:2402.18154
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SparseLLM: Towards Global Pruning for Pre-trained Language Models 28 Feb 2024 · 2 repositories · arXiv:2402.17946Syntology official (archive's flag): 3 ran · 3 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 9 harvested samples) · 3 pointer-only (licence)
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REPrune: Channel Pruning via Kernel Representative Selection 27 Feb 2024 · 0 repositories · arXiv:2402.17862
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SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization 27 Feb 2024 · 0 repositories · arXiv:2402.17902
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Data-freeWeight Compress and Denoise for Large Language Models 26 Feb 2024 · 0 repositories · arXiv:2402.16319
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Personalized Federated Instruction Tuning via Neural Architecture Search 26 Feb 2024 · 0 repositories · arXiv:2402.16919
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SKILL: Similarity-aware Knowledge distILLation for Speech Self-Supervised Learning 26 Feb 2024 · 0 repositories · arXiv:2402.16830
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SPC-NeRF: Spatial Predictive Compression for Voxel Based Radiance Field 26 Feb 2024 · 0 repositories · arXiv:2402.16366
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Unraveling Babel: Exploring Multilingual Activation Patterns of LLMs and Their Applications 26 Feb 2024 · 0 repositories · arXiv:2402.16367
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Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks Using the Marginal Likelihood 25 Feb 2024 · 1 repository · arXiv:2402.15978Syntology official (archive's flag): 6 ran · 6 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; 3 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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HD-Eval: Aligning Large Language Model Evaluators Through Hierarchical Criteria Decomposition 24 Feb 2024 · 0 repositories · arXiv:2402.15754
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How Do Nonlinear Transformers Learn and Generalize in In-Context Learning? 23 Feb 2024 · 0 repositories · arXiv:2402.15607
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Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models 22 Feb 2024 · 1 repository · arXiv:2402.14800Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
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ProPD: Dynamic Token Tree Pruning and Generation for LLM Parallel Decoding 21 Feb 2024 · 0 repositories · arXiv:2402.13485
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Partial Search in a Frozen Network is Enough to Find a Strong Lottery Ticket 20 Feb 2024 · 0 repositories · arXiv:2402.14029
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Tiny Reinforcement Learning for Quadruped Locomotion using Decision Transformers 20 Feb 2024 · 1 repository · arXiv:2402.13201
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In value-based deep reinforcement learning, a pruned network is a good network 19 Feb 2024 · 0 repositories · arXiv:2402.12479
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Interpretable Embedding for Ad-hoc Video Search 19 Feb 2024 · 1 repository · arXiv:2402.11812
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A Fisher Information based Receding Horizon Control Method for Signal Strength Model Estimation 18 Feb 2024 · 0 repositories · arXiv:2402.11483
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BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity Allocation 18 Feb 2024 · 2 repositories · arXiv:2402.16880Syntology official (archive's flag): 4 ran · 4 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; 2 where Syntology's instrument failed) · 6 unverified (of 10 harvested samples) · 10 pointer-only (licence)
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Extraction of nonlinearity in neural networks with Koopman operator 18 Feb 2024 · 0 repositories · arXiv:2402.11740
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Self-evolving Autoencoder Embedded Q-Network 18 Feb 2024 · 0 repositories · arXiv:2402.11604
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Why Lift so Heavy? Slimming Large Language Models by Cutting Off the Layers 18 Feb 2024 · 0 repositories · arXiv:2402.11700
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LaCo: Large Language Model Pruning via Layer Collapse 17 Feb 2024 · 2 repositories · arXiv:2402.11187
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Distilled Gradual Pruning with Pruned Fine-tuning 15 Feb 2024 · 1 repository
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NutePrune: Efficient Progressive Pruning with Numerous Teachers for Large Language Models 15 Feb 2024 · 1 repository · arXiv:2402.09773Syntology 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) · 7 unverified (of 16 harvested samples) · 16 pointer-only (licence)
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What to Do When Your Discrete Optimization Is the Size of a Neural Network? 15 Feb 2024 · 1 repository · arXiv:2402.10339
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FGeo-TP: A Language Model-Enhanced Solver for Geometry Problems 14 Feb 2024 · 0 repositories · arXiv:2402.09047
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Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference 14 Feb 2024 · 1 repository · arXiv:2402.09398Syntology 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, 1 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (of 17 harvested samples) · 17 pointer-only (licence)
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Lightweight Deep Learning Based Channel Estimation for Extremely Large-Scale Massive MIMO Systems 14 Feb 2024 · 1 repository · arXiv:2402.08916
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SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks 14 Feb 2024 · 1 repository · arXiv:2402.09025Syntology official (archive's flag): 6 ran · 6 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; 3 where Syntology's instrument failed) · 6 unverified (of 12 harvested samples)
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Data Reconstruction Attacks and Defenses: A Systematic Evaluation 13 Feb 2024 · 0 repositories · arXiv:2402.09478
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FedLPS: Heterogeneous Federated Learning for Multiple Tasks with Local Parameter Sharing 13 Feb 2024 · 1 repository · arXiv:2402.08578Syntology 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)
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Differentially Private Zeroth-Order Methods for Scalable Large Language Model Finetuning 12 Feb 2024 · 0 repositories · arXiv:2402.07818
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Generalising Planning Environment Redesign 12 Feb 2024 · 0 repositories · arXiv:2402.07799
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LoRA-drop: Efficient LoRA Parameter Pruning based on Output Evaluation 12 Feb 2024 · 0 repositories · arXiv:2402.07721
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Towards Meta-Pruning via Optimal Transport 12 Feb 2024 · 1 repository · arXiv:2402.07839Syntology 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)
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On the Effectiveness of Machine Learning-based Call Graph Pruning: An Empirical Study 11 Feb 2024 · 1 repository · arXiv:2402.07294
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Discriminative Adversarial Unlearning 10 Feb 2024 · 0 repositories · arXiv:2402.06864
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Learning Attributed Graphlets: Predictive Graph Mining by Graphlets with Trainable Attribute 10 Feb 2024 · 0 repositories · arXiv:2402.06932
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Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes 8 Feb 2024 · 1 repository · arXiv:2402.05406Syntology official (archive's flag): 1 ran · 3 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; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 2 pointer-only (licence)
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Exploring Learning Complexity for Efficient Downstream Dataset Pruning 8 Feb 2024 · 0 repositories · arXiv:2402.05356
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Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications 7 Feb 2024 · 0 repositories · arXiv:2402.05162
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Compressing Deep Reinforcement Learning Networks with a Dynamic Structured Pruning Method for Autonomous Driving 7 Feb 2024 · 0 repositories · arXiv:2402.05146
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Less is KEN: a Universal and Simple Non-Parametric Pruning Algorithm for Large Language Models 5 Feb 2024 · 1 repository · arXiv:2402.03142
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Mining a Minimal Set of Behavioral Patterns using Incremental Evaluation 5 Feb 2024 · 0 repositories · arXiv:2402.02921
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Vanishing Feature: Diagnosing Model Merging and Beyond 5 Feb 2024 · 2 repositories · arXiv:2402.05966Syntology 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)
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Shortened LLaMA: Depth Pruning for Large Language Models with Comparison of Retraining Methods 5 Feb 2024 · 1 repository · arXiv:2402.02834Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Skill Set Optimization: Reinforcing Language Model Behavior via Transferable Skills 5 Feb 2024 · 1 repository · arXiv:2402.03244Syntology 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)
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Pruner: A Speculative Exploration Mechanism to Accelerate Tensor Program Tuning 4 Feb 2024 · 1 repository · arXiv:2402.02361
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No Free Prune: Information-Theoretic Barriers to Pruning at Initialization 2 Feb 2024 · 0 repositories · arXiv:2402.01089
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Training-time Neuron Alignment through Permutation Subspace for Improving Linear Mode Connectivity and Model Fusion 2 Feb 2024 · 0 repositories · arXiv:2402.01342
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DNS-Rec: Data-aware Neural Architecture Search for Recommender Systems 1 Feb 2024 · 0 repositories · arXiv:2402.00390
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Effective Multi-Stage Training Model For Edge Computing Devices In Intrusion Detection 31 Jan 2024 · 0 repositories · arXiv:2401.17546
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EPSD: Early Pruning with Self-Distillation for Efficient Model Compression 31 Jan 2024 · 0 repositories · arXiv:2402.00084
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PF-GNN: Differentiable particle filtering based approximation of universal graph representations 31 Jan 2024 · 1 repository · arXiv:2401.17752Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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PipeNet: Question Answering with Semantic Pruning over Knowledge Graphs 31 Jan 2024 · 1 repository · arXiv:2401.17536
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Data-efficient Fine-tuning for LLM-based Recommendation 30 Jan 2024 · 1 repository · arXiv:2401.17197Syntology 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)
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Revisiting Gradient Pruning: A Dual Realization for Defending against Gradient Attacks 30 Jan 2024 · 0 repositories · arXiv:2401.16687
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Scaling Sparse Fine-Tuning to Large Language Models 29 Jan 2024 · 2 repositories · arXiv:2401.16405Syntology official (archive's flag): 12 ran · 13 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; 4 where Syntology's instrument failed) · 2 unverified (of 15 harvested samples) · 5 pointer-only (licence)
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LitE-SNN: Designing Lightweight and Efficient Spiking Neural Network through Spatial-Temporal Compressive Network Search and Joint Optimization 26 Jan 2024 · 0 repositories · arXiv:2401.14652
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Recognizing Multiple Ingredients in Food Images Using a Single-Ingredient Classification Model 26 Jan 2024 · 0 repositories · arXiv:2401.14579
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PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression 25 Jan 2024 · 1 repository · arXiv:2401.15103
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Pragmatic Communication in Multi-Agent Collaborative Perception 23 Jan 2024 · 0 repositories · arXiv:2401.12694