Neural Network Fault Tolerance

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18 papers3 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Replica-Aware Split Inference for Edge IoT Systems

    Nov 3, 2026Zied Jenhani, Nasrin Razmi, Admela JukanSplit InferenceEdge Inference

    Technische Universität Braunschweig, Germany

  2. State-Dependent Memristor Dynamics for Device-Informed Spike-Timing-Dependent Plasticity in Spiking Neural Networks

    Oct 28, 2026Samiur Rahman Khan, Saifur Rahman SabujSpike-Timing-Dependent PlasticitySpiking Neural Networks

    University of Cincinnati, Cincinnati, OH, USA · BRAC University, Dhaka, Bangladesh

  3. A Radiation-Hardened, Fault-Aware Quantized Neural Network That Self-Heals

    Oct 20, 2026Peter Xiangyuan Ma, Joshua S. BloomNeural Network Fault Tolerance

    Department of Astronomy, University of California, Berkeley, CA 94720, USA

  4. Fault-tolerant foundation models

    Oct 7, 2026Trevor McCourt, Ila R. Fiete, Isaac L. ChuangNeural Network Fault ToleranceLLM Training

    Department of Electrical Engineering and Computer Science, MIT · Department of Brain and Cognitive Sciences, McGovern Institute, MIT · Department of Physics, MIT

  5. Leto: Fast In-Place Recovery for LLM Training on Surviving Hardware

    Sep 30, 2026Geon-Woo Kim, Joon Ha Kim, Daehyeok KimFault-Tolerant Distributed TrainingLLM Training

    The University of Texas at Austin Austin, Texas, USA

  6. TreeFI: Value-Aware Statistical Fault Injection for Deep Neural Networks

    Sep 4, 2026Noam Bires, Marcello Traiola, Angeliki Kritikakou +1Neural Network Fault Tolerance

    Univ Rennes, Inria, IRISA, CNRS, Rennes, France

  7. Understanding Fault Tolerance of Adversarially Robust Pruned Models

    Aug 4, 2026Manali Dangarikar, Cory MerkelAdversarial TrainingNeural Network Robustness

    Brain Lab Rochester Institute of Technology Rochester, NY, USA

  8. CheckOne: Lightweight Fault Detection and Mitigation for Vision Transformers

    Aug 3, 2026Mohammad Hasan Ahmadilivani, Sven-Markus Loorits, Jaan RaikVision TransformerNeural Network Fault Tolerance

    Tallinn University of Technology, Tallinn, Estonia

  9. CoG-Guided Weight Correction for Fault-Tolerant Deep Neural Networks

    Jul 17, 2026Bahram Parchekani, Samira Nazari, Ali Azarpeyvand +3Neural Network RobustnessNeural Network Fault Tolerance

    University of Zanjan, Zanjan, Iran · Tallinn University of Technology, Tallinn, Estonia

  10. PHOENIX: Resilient LLM Training with Hot-Swapping via Zero-Overhead Checkpoint

    Jul 2, 2026Haotian Xie, Junlin Chen, Mingkai Zheng +2Fault-Tolerant Distributed TrainingDistributed Training

    Rutgers University · George Mason University

  11. ProWAFT: A ROMA-LPD Instance for Workload-Aware and Dynamic Fault Tolerance in FPGA-Based CNN Accelerators

    Jul 2, 2026Xinxin Chen, Haoran Qiao, Yiming Guo +3Neural Network Fault ToleranceFPGA-Based Neural Network Acceleration

    Department of Computer Science University of Chinese Academy of Sciences

  12. Characterizing the Fault Response of the Intel Neural Compute Stick 2 Under Single-Pulse Electromagnetic Fault Injection

    May 21, 2026Štefan Kučerák, Jakub Breier, Xiaolu HouEdge InferenceNeural Network Fault Tolerance

    Faculty of Informatics and Information Technologies, Slovak University of Technology, Slovakia · TTControl GmbH, Vienna, Austria · State Key Laboratory of Blockchain and Data Security, Zhejiang University

  13. ReCoVer: Resilient LLM Pre-Training System via Fault-Tolerant Collective and Versatile Workload

    May 11, 2026Ziyue Liu, Zhengyang Wang, Ruijie Zhang +7Language Model PretrainingFault-Tolerant Distributed Training

    University of California at Santa Barbara · Argonne National Laboratory

  14. Effective and Memory-Efficient Alternatives to ECC for Reliable Large-Scale DNNs

    May 8, 2026Mohammad Hasan Ahmadilivani, Marten Roots, Marco Restifo +3Neural Network Fault Tolerance

    Tallinn University of Technology, Tallinn, Estonia · ARM Ltd., Cambridge, United Kingdom

  15. From Arithmetic to Logic: The Resilience of Logic and Lookup-Based Neural Networks Under Parameter Bit-Flips

    Mar 24, 2026Alan T. L. Bacellar, Sathvik Chemudupati, Shashank Nag +4Neural Network RobustnessNeural Network Fault Tolerance

    The University of Texas at Austin · Federal University of Rio de Janeiro · Instituto de Telecomunicações, Porto, Portugal

  16. RESQ: A Unified Framework for REliability- and Security Enhancement of Quantized Deep Neural Networks

    Mar 16, 2026Ali Soltan Mohammadi, Samira Nazari, Ali Azarpeyvand +5Neural Network Fault ToleranceAdversarial Robustness

    University of Zanjan, Zanjan, Iran · Brandenburg Technical University, Cottbus, Germany · Tallinn University of Technology, Tallinn, Estonia +1

  17. Intrinsic Numerical Robustness and Fault Tolerance in a Neuromorphic Algorithm for Scientific Computing

    Mar 10, 2026Bradley H. Theilman, James B. AimoneNeuromorphic ComputingNeural Network Fault Tolerance

    Neural Exploration & Research Laboratory, Sandia National Laboratories, Albuquerque, NM

  18. Repair Brain Damage: Real-Numbered Error Correction Code for Neural Network

    Jan 21, 2026Ziqing Lu, Myung Cho, Qiutong Jin +1Neural Network Fault ToleranceError-Correcting Codes

    Dept. of AMCS, University of Iowa, Iowa City, IA, USA · Dept. of ECE, California State University, Northridge, CA, USA · Dept. of EECS, University of California, Berkeley, CA, USA +1