Conditional Computation

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5 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

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  1. QCATS: Query Context-Aware Transformer Slicing for Efficient Predictive Query Processing

    Oct 7, 2026Yueying Li, Zhongle Xie, Ke Chen +1Efficient Transformer InferenceConditional Computation

    The State Key Laboratory of Blockchain and Data Security, Zhejiang University · Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security

  2. Overcoming Kernel Redundancy for Scaling Logic Gate Networks

    Oct 1, 2026Sejin Park, Hongjae Lee, Changwoo Han +1Neural Scaling LawsConditional Computation

    Department of Electrical Engineering Korea University

  3. Shared Weights, Selected Computations: How Looped Transformers Route What Each Loop Does

    Sep 30, 2026Jiaju Wu, Yi Hu, Muhan ZhangTransformer InterpretabilityTransformer Attention

    Institute for Artificial Intelligence, Peking University. · School of Mathematical Sciences, Peking University.

  4. X-MoD: Practical Scaling Laws for Sparse-Depth Routing Beyond Mixture-of-Depths

    Sep 28, 2026Bowen Dong, Yilong Fan, Tengyu Pan +6Language Model Scaling LawsMixture-of-Experts Models

    Tsinghua University · Tianjin University

  5. MoME: Mixture-of-Memory Embeddings for Context-Aware Sparse Lookup

    Sep 14, 2026Muchen Li, Leonid Sigal, Renjie LiaoMemory-Augmented Language ModelsPersistent Memory for Language Models

    University of British Columbia · 2Vector Institute for AI · 3Canada CIFAR AI Chair +1

  6. An Efficient and Modular Framework for Targeted Harm Mitigation in LLMS

    Sep 12, 2026Roberto Campbell, Momin Abbass, Muneeza Azmat +5LLM Safety AlignmentLow-Rank Adaptation

    University of California, Santa Cruz · IBM Research

  7. PromptPath: Prompt-Adaptive Computational Pathways for In-Context Learning

    Aug 3, 2026Hangrui Zhang, Feifei Shao, Yawei Luo +6Mixture of ExpertsIn-Context Learning

    Zhejiang University, China · University of Nevada, Reno, USA · Guangdong Institute of Intelligence Science and Technology, China

  8. SecondOpinion: Anatomy-Aware Gated Reasoning for Efficient Medical Image Analysis

    Aug 3, 2026Siam Tahsin Bhuiyan, Rashedur Rahman, Sefatul Wasi +4Chest X-Ray ClassificationMedical Image Analysis

    Center for Computational & Data Sciences, Independent University, Bangladesh, Dhaka, Bangladesh · Department of Computer Science and Engineering, Independent University, Bangladesh, Dhaka, Bangladesh · Graduate School of Engineering, University of Hyogo, Kobe, Japan

  9. Dynamic Parameterization Is Not Dynamic Inference

    Jul 28, 2026Zongfei Li, Yuan-yih Shang, Guozhong LuoEfficient Transformer InferenceLLM Auditing

  10. Sparse by Command: Task-Conditional Compute Skipping for Multi-Task Inference Accelerators

    Jul 24, 2026Afzal Ahmad, Gaoyu Mao, Shoubo Hu +4Structured SparsityFPGA-Based Neural Network Acceleration

    The Hong Kong University of Science and Technology · Huawei Noah’s Ark Lab · The Hong Kong University of Science and Technology (Guangzhou)

  11. SelectInfer: Selective Neuron Loading and Computation for On-Device LLMs

    Jul 20, 2026Huzaifa Shaaban Kabakibo, Eric Schniedermeyer, Artem Burchanow +1On-Device Language Model InferenceMemory-Efficient Inference

    Department of Computer Networks, Paderborn University, Paderborn, Germany

  12. Route, Communicate, and Reason: Gated Routing and Adaptive Depth for Efficient Multi-Agent Reasoning

    Jul 12, 2026Sudipto Ghosh, Tanmoy ChakrabortyGroup Relative Policy OptimizationMulti-Agent Reasoning

    Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi · Department of Electrical Engineering, Indian Institute of Technology Delhi

  13. TriRoute: Unified Learned Routing for Joint Adaptive Attention, Experts, and KV-Cache Allocation

    Jul 7, 2026Andrii Balashov, Olena PonomarovaSparse Mixture-of-ExpertsLLM Routing

    Ukrainian State University of Science and Technologies

  14. End-to-End Dynamic Sparsity for Resource-Adaptive LLM Inference

    Jun 26, 2026Yuhang Chen, Jinhao Duan, Ruichen Zhang +11LLM InferenceStructured Sparsity

    University of North Carolina at Chapel Hill · Meta AI

  15. BLUE: Toward Better Language Use in Efficient Vision-Language-Action Models for Autonomous Driving

    Jun 7, 2026George Ling, Lijin Yang, Hao Yang +1VLMs for Autonomous DrivingAutonomous Driving

    Bosch Research

  16. Sigma-Branch: Hierarchical Single-Path Network Reconstruction for Dynamic Inference with Reduced Active Parameters

    Jun 7, 2026Kohga Tanaka, Hiroaki NishiEfficient Neural Network InferenceDynamic Neural Networks

    Graduate School of Science and Technology, Keio University, Kohoku-ku, Yokohama 223-8522, Japan · Department of System Design, Faculty of Science and Technology, Keio University, Kohoku-ku, Yokohama 223-8522, Japan

  17. From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation

    May 9, 2026Bohan Li, Shuojue Yang, Baorui Peng +10Action-Conditioned Video GenerationMixture of Experts

    1SJTU · 2NUS · 4EIT +5

  18. Linear-Time Global Visual Modeling without Explicit Attention

    May 3, 2026Ruize He, Dongchen Han, Gao HuangTransformerTransformer Attention

    Tsinghua University

  19. Revisiting Auxiliary Losses for Conditional Depth Routing: An Empirical Study

    Apr 19, 2026Qingwei LinEfficient Neural Network InferenceConditional Computation

    Independent Researcher

  20. evMLP: An Efficient Event-Driven MLP Architecture for Vision

    Jul 2, 2025Zhentan ZhengEfficient Neural Network InferenceConditional Computation

    Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University

  21. Tracing Computation Density in LLMs

    Date pendingCorentin Kervadec, Iuliia Lysova, Iuri Macocco +2Transformer InterpretabilityLLM Interpretability

    Universitat Pompeu Fabra · ICREA