Noise Robustness

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3 papers in the last four weeks, down 40% on the four weeks before. 0.0% of all new papers.

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  1. Beyond Decodability: Do Acoustic Factors Drive Predictions in Speech-Based Alzheimer's Assessment?

    Oct 1, 2026Serli Kopar, Alkis Koudounas, Roshan P. Rane +3Audio Representation LearningSpeech-Based Dementia Detection

    Hertie Institute for AI in Brain Health, Germany · Tübingen AI Center, Germany · Sony Group Corporation, Japan +1

  2. PhyRestore: Physics-Structured Latent-Factor Restoration

    Sep 17, 2026Ahmed Shafee, Chayan LahiriPhysics-Informed MLNoise Robustness

    Department of Computer Science Adams State University Alamosa, CO, USA · Department of Geosciences Adams State University Alamosa, CO, USA

  3. Beyond Noise: Understanding and Overcoming Temperature Effects in Analog DNN Inference

    Sep 14, 2026Niklas Summ, Xiao Wang, Hendrik Borras +2Neural Network RobustnessModel Calibration

    Hardware and Artificial Intelligence Lab, Institute of Computer Engineering, Heidelberg University, Germany

  4. Language-Statistical Analysis of Neural Audio Codec Tokens Across Architectures, Corpora, and Noise Conditions

    Aug 31, 2026Joonyong Park, Shinnosuke Takamichi, David M. Chan +3Neural Audio CodecsResidual VQ

    Grad. School of Information Science and Technology, The University of Tokyo, Tokyo, Japan · Faculty of Science and Technology, Keio University, Tokyo, Japan · Berkeley Artificial Intelligence Research Lab (BAIR), University of California, Berkeley, CA, USA

  5. Sparse and robust geometric twin support vector machine via asymmetric RoBoSS loss function

    Aug 12, 2026Kai Qi, Xinji Huang, Hongchun WangNoisy-Label LearningRobust Loss Functions

    National Center for Applied Mathematics in Chongqing, Chongqing Normal University, Chongqing, 401331, China. · School of Mathematical Sciences, Chongqing Normal University, Chongqing, 401331, China.

  6. myMediWhisper: Construction of Burmese Medical Speech Corpus and Whisper Fine-Tuning for Clinical Dialogue ASR

    Aug 11, 2026Ye Kyaw Thu, Ye Bhone Lin, Thura Aung +6Speech ProcessingAutomatic Speech Recognition

    National Electronics and Computer Technology Center (NECTEC), Thailand · Language Understanding Laboratory, Myanmar · King Mongkut’s University of Technology Thonburi, Thailand +1

  7. DAVE: A Decoupled Audio-Visual Enhancement Framework for Real-World Speech Separation

    Aug 10, 2026Wei Zhou, Wanyi Ning, Yinshang Guo +3Speech EnhancementNoise Robustness

    1Yijiahe AI · 2Tianjin University · 3Nanjing University

  8. A Time-Frequency Dual-Domain Multi-Scale Convolutional Neural Network for Bearing Fault Diagnosis under Strong Noise

    Aug 10, 2026Yanxi Ding, Tingyue JiaMulti-Scale Feature FusionConvolutional Neural Networks

    School of Engineering China University of Petroleum-Beijing at Karamay Campus Karamay, China

  9. Risk-Aware Decision Policies for Agents Under Noisy Perception

    Aug 5, 2026David SzczecinaArtificial LifeAgent-Based Modeling

    University of Waterloo, Canada

  10. Denoising 3D images: robustness of persistent homology measures

    Jul 27, 2026Ebru Dagdelen, Aakash Karlekar, Manav Arora +4Noise RobustnessPersistent Homology

    Department of Mathematical Sciences, New Jersey Institute of Technology, Newark, NJ 07102, USA

  11. Agentic Autoresearch for CT Reconstruction

    Jul 24, 2026Andreas Maier, Lucas Kachelriess, Siming Bayer +4AI for ScienceSparse-View CT Reconstruction

    Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany · Department Artificial Intelligence in Biomedical Engineering (AIBE), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany · Universitätsklinikum Erlangen (UKER), Erlangen, Germany +2

  12. The Lift Spectrum: How Measurement-to-Space Adaptivity Shapes Robustness in Image-Free Single-Pixel Sensing

    Jul 24, 2026Yuyuan Han, Jingwei Li, Xiaoxia Zhang +9Image SegmentationRepresentation Learning

    Electronic Materials Research Laboratory, Key Laboratory of the Ministry of Education and International Center for Dielectric Research, School of Electronic Science and Engineering, Xi’an Jiaotong University, Xi’an 710049, China · Micius Laboratory, Henan Academy of Sciences, Zhengzhou 450052, China · Department of Pharmacy, the First Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710061, China +1

  13. Time-Frequency Consistency Learning for Robust Speech Deepfake Detection

    Jul 20, 2026Jun Xue, Zhuolin Yi, Yanzhen Ren +6Audio Deepfake DetectionFrequency-Domain Feature Learning

    School of Cyber Science and Engineering, Wuhan University Wuhan, China · Wuhan University Wuhan, China · Tongji University ShanghaiU, China

  14. Opto-ViT-v2: Noise-Resilient On-Chip Fine-Tuning for Photonic Near-Sensor Vision Transformer Accelerators

    Jul 20, 2026Xuming Chen, Deniz Najafi, Mehrdad Morsali +5Fine-TuningVision Transformer

    Case Western Reserve University · USA · New Jersey Institute of Technology +1

  15. ThRIve: Thermally Robust CNN Inference via Low-Rank Adaptation in Heterogeneous PIM Architectures

    Jul 19, 2026Vibhanshu Sharma, Pratyush Dhingra, Janardhan Rao Doppa +1Efficient Neural Network InferenceCompute-in-Memory

    Washington State University

  16. High-Capacity Robust Watermarking Technology for High-Resolution Images

    Jul 19, 2026Shaowu Wu, Wei Lu, Qing Qian +1Robust WatermarkingNoise Robustness

    School of Computer Science and Engineering, Sun Yat-sen University · Guangzhou, China · School of Information, Guizhou University of Finance and Economics +1

  17. Interleaved Noise Injection Improves Clean, Corrupted, and OOD Performance

    Jul 16, 2026Matt L. Wiemann, Peter Melchior, Andrew K. SaydjariImage Corruption RobustnessNeural Network Robustness

    Princeton University

  18. Low-Latency Neural Models for Real-Time Music Enhancement

    Jul 14, 2026Emmanouil Karystinaios, Jonathan Greif, David Nadrchal +2Noise Robustness

    Institute of Computational Perception, Johannes Kepler University Linz, Austria

  19. Efficient and Robust Spiking Neural Networks for sEMG-Based Muscle Fatigue Detection

    Jul 13, 2026Kaiwen Tang, Jiaqi Dong, Zhanglu Yan +1Energy-Efficient MLSpiking Neural Networks

    University of Singapore

  20. Physiological Noise Augmentation Improves Non-Invasive Brain-to-Speech

    Jul 6, 2026Benjamin Ballyk, Teyun Kwon, Miran Özdogan +1Brain-Computer InterfacesData Augmentation

    PNPL Department of Engineering Science University of Oxford

  21. GALOSH: Blind, Training-Free Denoising of Raw Bayer and sRGB Images by Parallel-Friendly Local Shrinkage

    Jul 4, 2026Yoshiro SatoNoise RobustnessImage Denoising

  22. Rank-Order N-of-M Codes for Sparse Distributed Memory: Disentangling Representation and Learning Effects in Noise Robustness Against Contemporary Neuromorphic Architectures

    Jul 3, 2026Joy BoseNeuromorphic ComputingNoise Robustness

    Independent Researcher Bengaluru, India

  23. Robustness of neural networks to random noise perturbations of their inputs

    Jun 30, 2026Mark Levene, Martyn HarrisNeural Network RobustnessNoise Robustness

    School of Computing and Mathematical Sciences, Birkbeck, University of London, Malet Street, London WC1E 7HX, U.K.

  24. VIB-AVSR: Variational Information Bottleneck for Noise-Robust LLM-Based Audio-Visual Speech Recognition

    Jun 28, 2026Piyush Arora, Navlika Singh, Umberto Cappellazzo +2Automatic Speech RecognitionAudio-Visual Speech Recognition

    Imperial College London, UK · NatWest AI Research, UK

  25. Two kinds of robustness are not the same: disentangling fault tolerance and low-SNR robustness in multi-domain event detection on real data

    Jun 28, 2026Isao KurosawaNoise Robustness

    IVXA, Japan

  26. Robust Onion: Peeling Open Vocab Object Detectors Under Noise

    Jun 25, 2026Priyank Pathak, Mukilan Karuppasamy, Aaditya Baranwal +2Open-Vocabulary Object DetectionVLM Robustness

    UCF Institute of Artificial Intelligence, University of Central Florida (UCF)

  27. Joint Learning of Covariance Estimation and White Noise Gain for Robust MVDR Beamforming

    Jun 23, 2026Yongyi Deng, Hanchen Pei, Jianbo Ma +3Speech EnhancementNoise Robustness

    School of Electronic Information, Wuhan University, Wuhan, Hubei, China · Dolby Laboratories · CIAIC, Northwestern Polytechnical University, Xi’an, Shaanxi, China +1

  28. DREG: A Layer-Wise Jacobian Regularization as a General-Purpose Penalty

    Jun 22, 2026Rowan MartnishnNeural Network GeneralizationJacobian Regularization

  29. CORTIS: Text-Only Adaptation of Spoken Language Models for Task-Oriented Voice Agents

    Jun 19, 2026Youngwon Choi, Hyeonyu Kim, Taeyoun Kwon +2Spoken Dialogue SystemsSpeech Language Models

    Maum AI Inc. · Seoul National University · Korea Culture Technology Institute +1

  30. TIDY: Thermal Infrared Image Denoising via Wavelet Domain Entropy and Directional Stripe Index

    Jun 18, 2026Tai Hyoung Rhee, Dong-Guw Lee, Ayoung KimThermal ImagingNoise Robustness

    Dept. of Mechanical Engineering, SNU, Seoul, S. Korea