Pruning

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18 papers in the last 28 days · 0.3% of indexed attention

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Visual TokensVisual Token PruningHeterogeneous Pruning Scores

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Period ending 2026-09-21

8 new papers

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Period ending 2026-09-14

2 new papers

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Period ending 2026-09-07

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160 papers

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  1. Constraint-Data-Value-Maximization: Utilizing Data Attribution for Effective Data Pruning in Low-Data Environments

    May 11, 2026Danilo Brajovic, David A. Kreplin, Marco F. HuberHeterogeneous Pruning ScoresPruning

  2. RUBEN: Rule-Based Explanations for Retrieval-Augmented LLM Systems

    May 11, 2026Joel Rorseth, Parke Godfrey, Lukasz Golab +2Large Language Model SafetyMinimal

  3. PruneTIR: Inference-Time Tool Call Pruning for Effective yet Efficient Tool-Integrated Reasoning

    May 11, 2026Luan Zhang, Dandan Song, Zhijing Wu +8Large Language Model ReasoningFewer Tool-Call Errors

  4. Selection Plateau and a Sparsity-Dependent Hierarchy of Pruning Features

    May 10, 2026Guangqi Li, Yongxin LiSparsityPruning

  5. Compact SO(3) Equivariant Atomistic Foundation Models via Structural Pruning

    May 9, 2026Chen Wang, Siyu Hu, Guangming Tan +1Equivariant Neural NetworksWireless Foundation Models

  6. SlimQwen: Exploring the Pruning and Distillation in Large MoE Model Pre-training

    May 9, 2026Shengkun Tang, Zekun Wang, Bo Zheng +7Large Language Model CompressionLarge Language Model Pretraining

  7. PaceVGGT: Pre-Alternating-Attention Token Pruning for Visual Geometry Transformers

    May 8, 2026Haotang Li, Zhenyu Qi, Shaohan Henry Wang +5Visual Token PruningSelf-Supervised Vision Transformers

  8. Understanding Performance Collapse in Layer-Pruned Large Language Models via Decision Representation Transitions

    May 8, 2026Boyu Shi, Chang Liu, ChuanBao Gao +2Large Language Model PerformanceHeterogeneous Pruning Scores

  9. SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask

    May 7, 2026Liu Hanzuo, Chaofan Lin, Weixuan Sun +4SparsityPruning

  10. Mapping Text to Multiplex Graph: Prompt Compression as Lévy Walk-Guided Graph Pruning

    May 4, 2026Yaxin Gao, Yao Lu, Jinhong Deng +7Large Language Model CompressionGraph Language Models

  11. RTPrune: Reading-Twice Inspired Token Pruning for Efficient DeepSeek-OCR Inference

    May 1, 2026Ben Wan, Yan Feng, Zihan Tang +4Visual Token PruningDeepseek-Ocr

  12. Exploring the Limits of Pruning: Task-Specific Neurons, Model Collapse, and Recovery in Task-Specific Large Language Models

    Apr 29, 2026M. K. Khalidi Siam, Md. Tausif-Ul-Islam, Md. Reshad Romim Khan +5PruningSelective

  13. Vision SmolMamba: Spike-Guided Token Pruning for Energy-Efficient Spiking State-Space Vision Models

    Apr 28, 2026Dewei Bai, Hongxiang Peng, Yunyun Zeng +3Self-Supervised Vision TransformersVisual Token Pruning

  14. Revisiting the Effectiveness of LLM Pruning for Test-Time Scaling

    Apr 28, 2026Ocean Monjur, Shahriar Kabir Nahin, Anshuman ChhabraHeterogeneous Pruning ScoresTest-Time Scaling

  15. Structural Pruning of Large Vision Language Models: A Comprehensive Study on Pruning Dynamics, Recovery, and Data Efficiency

    Apr 27, 2026Yiran Huang, Lukas Thede, Massimiliano Mancini +2Large Language Model CompressionLarge Vision Language Models

  16. LearnPruner: Rethinking Attention-based Token Pruning in Vision Language Models

    Apr 27, 2026Rinyoichi Takezoe, Yaqian Li, Zihao Bo +3Visual Token PruningPruning

  17. Pruning via Causal Attribution Preserves Reasoning Performance in Large Language Models

    Apr 27, 2026Amogh Sheth, Biruk Assefa, Yi Wen Huang +2Large Language Model ReasoningPruning

  18. GRASPrune: Global Gating for Budgeted Structured Pruning of Large Language Models

    Apr 21, 2026Ziyang Wang, Jiangfeng Xiao, Chuan Xiao +3Heterogeneous Pruning ScoresPruning

  19. Evolutionary Negative Module Pruning for Better LoRA Merging

    Apr 20, 2026Anda Cao, Zhuo Gou, Yi Wang +5Low-Rank AdaptationHeterogeneous Pruning Scores

  20. FlashFPS: Efficient Farthest Point Sampling for Large-Scale Point Clouds via Pruning and Caching

    Apr 20, 2026Yuzhe Fu, Hancheng Ye, Cong Guo +7Farthest Point SamplingSparse Deep Neural Network Accelerators

  21. CATP: Confidence-Aware Token Pruning for Camouflaged Object Detection

    Apr 18, 2026Yuhan Gao, Shuhao Kang, Xin He +3Camouflaged Object DetectionVisual Token Pruning

  22. Optimizing Korean-Centric LLMs via Token Pruning

    Apr 17, 2026Hoyeol Kim, Hyeonwoo KimMultilingual Large Language ModelsVisual Token Pruning

  23. Cut Your Losses! Learning to Prune Paths Early for Efficient Parallel Reasoning

    Apr 17, 2026Jiaxi Bi, Tongxu Luo, Wenyu Du +2Large Reasoning ModelsHeterogeneous Pruning Scores

  24. Pruning Unsafe Tickets: A Resource-Efficient Framework for Safer and More Robust LLMs

    Apr 17, 2026Wai Man Si, Mingjie Li, Michael Backes +1Large Language Model SafetyLarge Language Model Alignment

  25. Dispatch-Aware Ragged Attention for Pruned Vision Transformers

    Apr 16, 2026Seifeldin Abdellatif, Ahmad AlmasriVisual Token PruningSelf-Supervised Vision Transformers

  26. CAMP: Cumulative Agentic Masking and Pruning for Privacy Protection in Multi-Turn LLM Conversations

    Apr 16, 2026Aman PanjwaniAI Privacy Risks and ProtectionMulti-Turn Large Language Model Conversations

  27. MOONSHOT : A Framework for Multi-Objective Pruning of Vision and Large Language Models

    Apr 14, 2026Gabriel Afriat, Xiang Meng, Shibal Ibrahim +2PruningLarge Language Model Compression

  28. Beyond Attention Scores: SVD-Based Vision Token Pruning for Efficient Vision-Language Models

    Apr 13, 2026Yvon Apedo, Martyna Poreba, Michal Szczepanski +1Visual Token PruningLarge Vision Language Models

  29. IWP: Token Pruning as Implicit Weight Pruning in Large Vision Language Models

    Apr 1, 2026Dong-Jae Lee, Sunghyun Baek, Junmo KimVisual Token PruningVisual Tokens

  30. MedPruner: Training-Free Hierarchical Token Pruning for Efficient 3D Medical Image Understanding in Vision-Language Models

    Mar 12, 2026Shengyuan Liu, Zanting Ye, Yunrui Lin +6Visual Token PruningMedical Vision-Language Models

  31. History-Conditioned Spatio-Temporal Visual Token Pruning for Efficient Vision-Language Navigation

    Mar 6, 2026Qitong Wang, Yijun Liang, Ming Li +2Vision-Language NavigationVisual Token Pruning

  32. Keeping the Evidence Chain: Semantic Evidence Allocation for Training-Free Token Pruning in Video Temporal Grounding

    Mar 5, 2026Jiaqi Li, Shuntian Zheng, Yixian Shen +4Video Temporal GroundingTemporal Grounding

  33. Pruning as Regularization: Sensitivity-Aware One-Shot Pruning in ASR

    Nov 11, 2025Julian Irigoyen, Arthur Söhler, Andreas Søeborg KirkedalPruningFeed-Forward Network

  34. Self-Improving Neural Pruning: A Graph Neural Network Framework for Scalable Mixed Bundle Pricing

    Sep 26, 2025Liangyu Ding, Chenghan Wu, Guokai Li +1PricesGraph Neural Networks

  35. One Shot vs. Iterative: Rethinking Pruning Strategies for Model Compression

    Aug 19, 2025Mikołaj Janusz, Tomasz Wojnar, Yawei Li +2Heterogeneous Pruning ScoresPruning

  36. EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning

    May 22, 2025Jiawei Liu, Qisi Chen, Jianshu Zhang +2Large Language Model ReasoningEquivalence

  37. Clustering and Pruning in Causal Data Fusion

    May 21, 2025Otto Tabell, Santtu Tikka, Juha KarvanenCausal GraphIdentifiability

  38. Hyperflux: Pruning Reveals Importance

    Apr 6, 2025Eugen Barbulescu, Antonio Alexoaie, Lucian BusoniuHeterogeneous Pruning ScoresPruning

  39. DarwinLM: Evolutionary Structured Pruning of Large Language Models

    Feb 11, 2025Shengkun Tang, Oliver Sieberling, Eldar Kurtic +2Large Language Model CompressionHeterogeneous Pruning Scores

  40. AnchorPrune: Relevance-Anchored Contextual Expansion for Visual Token Pruning

    Date pendingKyuan Oh, Bumsoo KimVisual Token PruningVisual Tokens