Efficient Neural Network Inference

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39 papers in the last four weeks, up 225% on the four weeks before. 0.4% of all new papers.

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  1. SpikingVLA: Asynchronous Spiking Vision-Language-Action Models

    Oct 7, 2026Jingya Wang, Dehao Zhang, Shuai Wang +3Efficient VLA Model InferenceSpiking Neural Networks

    University of Electronic Science and Technology of China · Shenzhen Loop Area Institute · The Chinese University of Hong Kong (Shenzhen)

  2. EM-SNN: Efficiently Modulated Spiking Neural Network for Remote Sensing Image Dehazing

    Oct 7, 2026Jie Shao, Jiaqi Ma, Wenwen Min +4Image DehazingSpiking Neural Networks

    Zhongnan University of Economics and Law, Wuhan, China · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE · Yunnan University, Kunming, China +2

  3. Hardware-aware Calibrated Clustered Attention for Efficient Visual Geometric Transformers

    Oct 7, 2026Weitian Wang, Shubham Rai, Cecilia De La Parra +1Efficient ViTsAttention Mechanisms

    Robert Bosch GmbH, Germany · Ruhr University Bochum, Germany

  4. AnyBottle: A Recipe to Only Keep the Concepts You Really Need

    Oct 6, 2026Wolfgang Stammer, Sukrut Rao, Hevra Petekkaya +2Efficient Neural Network InferenceConcept Bottleneck Models

    Max Planck Institute for Informatics, Saarland Informatics Campus · Technical University of Darmstadt

  5. Measuring and Reducing Cross-Vendor Mismatch in Language Models

    Oct 4, 2026Erland Hilman Fuadi, Chong Tian, Xiaosong Ma +1Efficient Neural Network InferenceML Reproducibility

    Mohamed bin Zayed University of Artificial Intelligence

  6. TIRMamba: A Thermal-Prior-Modulated State-Space Network for Sub-Million-Parameter Infrared Image Super-Resolution

    Oct 4, 2026Chun-An Lin, Tsung-Jung Liu, Yen-Chieh OuyangThermal ImagingEfficient Neural Network Inference

    Department of Electrical Engineering, National Chung Hsing University, Taichung 402202, Taiwan · College of Computing and Informatics, Providence University, Taichung 433303, Taiwan

  7. SparseCraft: Agentic Hardware-Software Co-Optimization for Sparse Computing

    Oct 4, 2026Rajatabha Chakraborty, M P Samartha, Vedant Pahariya +1Efficient Neural Network InferenceLarge Language Model-Guided Optimization

    International Institute of Information Technology, Hyderabad, India

  8. Distillation of Tabular Foundation Models into Efficient Predictors

    Oct 1, 2026Minho Jeong, Dooho Lee, Jinmo Lee +1Tabular Foundation ModelsEfficient Neural Network Inference

    Nums AI

  9. Random Recursive Models

    Sep 30, 2026Jama Hussein Mohamud, Mirco RavanelliEfficient Neural Network InferenceLLM Reasoning

    Mila – Quebec AI Institute · Université de Montréal · Concordia University

  10. A Tilted Bowl Is Not a Slippery Slope: Compressing Looped Models

    Sep 30, 2026Steven Kolawole, Pearse Jim, Opegbemi M. Busoye +2Efficient Neural Network InferenceRecurrent Neural Networks

    Carnegie Mellon University · ML Collective

  11. RLX: A Unified Multi-Backend Tensor Compiler and Distributed Runtime in Rust

    Sep 29, 2026Eugene Hauptmann, Nataliya KosmynaEfficient Neural Network Inference

    Massachusetts Institute of Technology Cambridge, MA, USA

  12. Hardware-Aware Functional Kolmogorov-Arnold Networks for Efficient Medical Image Enhancement and Segmentation

    Sep 28, 2026Mohammad Sadegh SirjaniEfficient Neural Network InferenceKolmogorov-Arnold Networks

    Department of Computer Science University of Texas at San Antonio, San Antonio, TX, USA

  13. Fiona: Accelerating FHE Inference with Packing-Aware Ternary Weights

    Sep 28, 2026Yiteng Peng, Zhibo Liu, Dongwei Xiao +1Mixed-Precision QuantizationEfficient Neural Network Inference

    The Hong Kong University of Science and Technology · State Key Laboratory of Novel Software Technology, Nanjing University

  14. Latency and accuracy tradeoffs in Spiking Neural Networks

    Sep 28, 2026Zhanglu Yan, Zixuan Zhu, Kaiwen Tang +3Efficient Neural Network InferenceAutomatic Speech Recognition

    Department of computer science, National University of Singapore · Shanghai Advanced Research Institute, Chinese Academy of Science · University of Chinese Academy of Sciences, Beijing +1

  15. From UNI2-h to ConvNeXt-T: Lightweight Nuclei Instance Segmentation via Knowledge Distillation

    Sep 28, 2026Wenyan LiEfficient Neural Network InferenceHistopathology Image Segmentation

    School of Computer Science, Wuhan University, Wuhan, China

  16. SpikeLite: Lightweight Spiking Neural Networks for Time-Series Forecasting

    Sep 28, 2026Bang Hu, Changze Lv, Mingjie Li +3Multivariate Time Series ForecastingEfficient Neural Network Inference

    School of Computer Science, Fudan University, Shanghai, China

  17. Reference-Tail Trust:Certified Probability Floors for Learned Updates Inside a Deployed Network

    Sep 28, 2026Abdolvahab Khalili Sadaghiani, Jose Nunez-YanezEfficient Neural Network InferenceGraph Neural Networks

  18. FlexLoop: Depth-Elastic Looped Policies for Adaptive Test-Time Computation in Deep RL

    Sep 28, 2026Xun Wang, Ruishuo Chen, Yu Chen +2Efficient Neural Network InferenceReinforcement Learning

    Institute for Interdisciplinary Information Sciences, Tsinghua University

  19. EntroPack: Fast and Accurate Entropy-Coded Weight Compression at Arbitrary Bitrates

    Sep 28, 2026Hong Zhang, Zhongjie Duan, Yingda ChenEfficient Neural Network InferenceWeight-Only Quantization

    Alibaba Inc.

  20. Analytical and Convolutional Neural Network-Based Motion-Vector Propagation for Efficient Video Object Detection

    Sep 28, 2026Ashiyana Abdul Majeed, Mahmoud Meribout, Neethu JosephEfficient Neural Network InferenceEdge Computing

    Department of Computer and Information Engineering, Khalifa University, Abu Dhabi, UAE

  21. Task-Aware Discretization of Differentiable Logic Gate Networks

    Sep 27, 2026Thore GerlachEfficient Neural Network Inference

    Independent Researcher

  22. Does per-frame early exit pay? A compute-matched study of dynamic depth for on-device speech enhancement

    Sep 24, 2026Clément Laroche, Riccardo MicciniEfficient Neural Network InferenceSpeech Enhancement

    GN A/S, Denmark · Technical University of Denmark, Denmark

  23. Beyond Model Size: Redesigning LiSenNet for embedded speech enhancement

    Sep 24, 2026Clément Laroche, Rasmus Kongsgaard OlssonEfficient Neural Network InferenceSpeech Enhancement

    GN A/S, Audio Research, Lauptrupbjerg 7, 2750, Denmark

  24. GTR: Gated Token Recurrence for Efficient Dense Prediction

    Sep 22, 2026Zhe Feng, Longfei Liu, Wei Liu +7Efficient Neural Network InferenceGated Attention

    Didi International Business Group · Intellindust AI Lab · Institute of Automation, Chinese Academy of Sciences +2

  25. Narrowband Voice Communication Using Streaming Neural Compression

    Sep 21, 2026Dahong Luo, Anannya Trehan, Aritrik Ghosh +1Efficient Neural Network InferenceNeural Audio Codecs

    University of Maryland, College Park

  26. Q-DEQ: Discrete Solving and Quantization for Deep Equilibrium Models in Time Series Forecasting under Edge Deployment Coding Constraints

    Sep 21, 2026Ruotong Yang, Hongdong Zhu, Qi Gao +3Multivariate Time Series ForecastingEfficient Neural Network Inference

  27. Radio-Frequency Convolutional Neural Networks

    Sep 16, 2026Zhihui Gao, Shi-Yuan Ma, Yiran Chen +2Efficient Neural Network InferenceEdge Inference

    Department of Electrical and Computer Engineering, Duke University, Durham, NC 27708, USA. · Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

  28. Towards Transparent Diagnostics: Investigating Architectural Trade-offs and Explainability in Malaria Detection

    Sep 16, 2026Suman Kunwar, Avishek DangolEfficient Neural Network InferenceMedical Diagnosis

    DWaste, Baltimore, USA

  29. Physics-Informed Neural Networks for Fast Multilayer Spectral Inversion of Hα 6562.8 A and Ca II 8542.1 A Spectra

    Sep 16, 2026Ziyang Zhang, Qin Li, Vasyl B. Yurchyshyn +4Efficient Neural Network InferencePhysics-Informed ML

    Department of Mechanical and Industrial Engineering, New Jersey Institute of Technology, Newark, NJ, USA · Department of Physics, New Jersey Institute of Technology, Newark, NJ, USA · Big Bear Solar Observatory, New Jersey Institute of Technology, Big Bear City, CA, USA +1

  30. OptiPrime: Optimizing Private Inference through Protocol-Hardware Co-design

    Sep 15, 2026Jiangrui Yu, Ye Yu, Si Chen +5Efficient Neural Network InferenceSecure Multi-Party Computation

    Peking University, Beijing, China · Open Security Research, Shenzhen, China · Tsinghua University, Beijing, China