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. Physics-informed GNN for medium-high voltage AC power flow with edge-aware attention and line search correction operator

    Sep 26, 2025Changhun Kim, Timon Conrad, Redwanul Karim +6Efficient Neural Network InferenceGraph Attention Networks

    Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany · Institute of Electrical Energy Systems, Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany

  2. GraphMend: Code Transformations for Fixing Graph Breaks in PyTorch 2

    Sep 17, 2025Savini Kashmira, Jayanaka Dantanarayana, Thamirawaran Sathiyalogeswaran +3Efficient Neural Network Inference

    University of Michigan USA · Jaseci Labs USA

  3. Visual Perception Engine: Fast and Flexible Multi-Head Inference for Robotic Vision Tasks

    Aug 15, 2025Jakub Łucki, Jonathan Becktor, Georgios Georgakis +2Efficient Neural Network InferenceRobotic Perception

    Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA. · Swiss Federal Institute of Technology (ETH Zürich), Zürich, Switzerland.

  4. Adaptive Time-step Training for Enhancing Spike-Based Neural Radiance Fields

    Jul 30, 2025Ranxi Lin, Canming Yao, Jiayi Li +3Efficient Neural Network InferenceNeural Rendering

    School of Information Science and Technology, ShanghaiTech University, Shanghai, China · Guangdong Institute of Intelligence Science and Technology, Zhuhai, China

  5. Efficient Memristive Spiking Neural Networks Architecture with Supervised In-Situ STDP Method

    Jul 28, 2025Santlal Prajapati, Susmita Sur-Kolay, Soumyadeep DuttaEfficient Neural Network InferenceSpiking Neural Networks

    Advanced Computing and Microelectronics Unit, Indian Statistical Institute, Kolkata 700108, India · Balasore Alloys Limited, Balgopalpur, Odisha 756020, India

  6. 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

  7. PERTINENCE: Input-based Opportunistic Neural Network Dynamic Execution

    Jul 2, 2025Omkar Shende, Gayathri Ananthanarayanan, Marcello TraiolaEfficient Neural Network InferenceAdaptive Inference

    Department of Computer Science and Engineering, Indian Institute of Technology Dharwad, Karnataka, India · University of Rennes, CNRS, Inria, IRISA, Rennes, France

  8. Learning Interpretable Differentiable Logic Networks for Tabular Regression

    May 29, 2025Chang Yue, Niraj K. JhaEfficient Neural Network InferenceNeural Network Interpretability

    Department of Electrical and Computer Engineering, Princeton University, Princeton, NJ 08544, USA

  9. Optimizing Binary and Ternary Neural Network Inference on RRAM Crossbars using CIM-Explorer

    May 20, 2025Rebecca Pelke, José Cubero-Cascante, Nils Bosbach +5Efficient Neural Network InferenceCompute-in-Memory

    RWTH Aachen University, Germany

  10. Sigma-Delta Neural Network Conversion on Loihi 2

    May 9, 2025Matthew Brehove, Sadia Anjum Tumpa, Espoir Kyubwa +2Efficient Neural Network InferenceSpiking Neural Networks

    ChromoLogic LLC Monrovia, California, USA · Pennsylvania State University University Park, Pennsylvania, USA

  11. Leveraging Neural Graph Compilers in Machine Learning Research for Edge-Cloud Systems

    Apr 28, 2025Alireza Furutanpey, Carmen Walser, Philipp Raith +2Efficient Neural Network InferenceHeterogeneous Computing

    Coovally Barcelona, Spain · Distributed Systems Group, TU Wien, Vienna · ICREA Barcelona, Spain

  12. Echo-E3^3Net: Efficient Endocardial Spatio-Temporal Network for Ejection Fraction Estimation

    Mar 21, 2025Moein Heidari, Afshin Bozorgpour, AmirHossein Zarif-Fakharnia +5Efficient Neural Network InferenceLeft Ventricular Ejection Fraction Estimation

    University of British Columbia, Vancouver, BC, Canada · University of Regensburg, Regensburg, Germany · Iran University of Science and Technology, Tehran, Iran +1

  13. Reforge: Low-Latency Distributed GNN Serving with Selective Embedding Recomputation

    Jan 15, 2025Geon-Woo Kim, Donghyun Kim, Jeongyoon Moon +5Efficient Neural Network InferenceGraph Neural Networks

    The University of Texas at Austin · Georgia Institute of Technology

  14. BiHDTrans: binary hyperdimensional transformer for efficient multivariate time series classification

    Date pendingJingtao Zhang, Yi Liu, Qi Shen +1Efficient Neural Network InferenceTransformer

    School of Biomedical Engineering, Shenzhen Campus of Sun Yat-sen University · College of Medicine and Biological Information Engineering, Northeastern University