Degradation

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16 papers in the last four weeks, up 33% on the four weeks before. 0.2% of all new papers.

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  1. End-to-End Historical Music Restoration in Latent Space

    Sep 30, 2026Steven Cho, Junghyun Koo, Raphael Lafargue +3RestorationDegradation

    ETH Zurich · Sony Corporate Technology Center America, Inc. · Sony Europe Ltd. +2

  2. CORD: Learning Reusable Degradation Representations Across Heterogeneous Physical Systems

    Sep 30, 2026Haibo Li, Zhiguo ZengDegradationPredictive Maintenance

    CentraleSupélec, Université Paris-Saclay

  3. FANVIDv2: Evaluating Video Super-Resolution by Face and Licence-Plate Recognition Under Compound Degradation

    Sep 30, 2026Kavitha Viswanathan, Vrinda Goel, Shlesh Gholap +5Robust License Plate RecognitionFace Recognition Model

    Department of Electrical Engineering, Indian Institute of Technology Bombay, Mumbai 400076, India

  4. OFBD: Object-Focused Background Debiasing for Long-Tailed Learning

    Sep 29, 2026Shenghan Chen, Yiming Liu, Zhipeng Deng +6Out-Of-Distribution DetectionDebiasing

    Westlake University, Hangzhou, China · Shandong University, Jinan, China · Hokkaido University, Sapporo, Japan +1

  5. Lost in Conversation or Lost in Translation? Diagnosing Multi-Turn Degradation in RAG

    Sep 29, 2026Pranav Handa, Ariful AzadLarge Language Models FailMulti-Agent Large Language Model Systems

    Texas A&M University

  6. Let the Neurons Die: Exploiting ReLU-Induced Model Degradation

    Sep 28, 2026Kexin Li, Wenjun Qiu, Joshua Abraham +2Rectified Linear Unit NetworksNeurons

    University of Toronto, Toronto, Ontario, Canada

  7. The Effects of Incremental Instruction Delivery on Language-Model Creative Writing

    Sep 27, 2026Anshuman Singh, Abrar Eyasir, Haseeb Yaqoob +1Ai-Assisted WritingWriting

    SGT UNIVERSITY · CSE, University of Dhaka · NED University of Engineering and Technology +1

  8. TaskIR: Task-Driven Image Restoration via Degradation Adaptation and Task Feedback

    Sep 25, 2026Yanjie Tu, Qingsen Yan, Axi Niu +4Image RestorationRestoration

    Northwestern Polytechnical University · Shenzhen Research Institute of Northwestern Polytechnical University · Xi’an University of Architecture and Technology

  9. ENDOPROMPT: Victim-Side Pseudo-References for Utility Degradation

    Sep 24, 2026Qingyu Wu, Zeyu Feng, Yongda Yu +2Prompt EngineeringInstruction-Tuned Models

    Defense Innovation Institute, Academy of Military Science, Beijing, China · Nanjing University, Nanjing, China

  10. RAMP: Robust Adaptive Mixed-Precision Quantization for Edge CPU Vision Models

    Sep 23, 2026David Población-Criado, Dario Garcia-Gasulla, Eduardo QuinonesMixed-Precision QuantizationNeural Network Inference

    Barcelona Supercomputing Center (BSC) · Universitat Politècnica de Catalunya - BarcelonaTech (UPC)

  11. RSPDBench: Benchmarking Vision Foundation Models on Earth Observation Tasks Under Physically Grounded Remote-Sensing Product Degradations

    Sep 20, 2026Tanjim Bin Faruk, Khondaker Masfiq Reza, Shrideep Pallickara +1Earth ObservationDegradation

    Colorado State University

  12. Joint Remaining Useful Life Prediction and Capacity Estimation of Lithium-Ion Batteries Using Partial-Charging Data

    Sep 18, 2026Khoa Tran, Ho-Si-Hung Nguyen, Phone Wai Yan Moe +2Lithium-Ion BatteriesUseful Life Prediction

    Data Science Laboratory, Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh City 70000, Vietnam · Faculty of Electrical Engineering, The University of Danang - University of Science and Technology (DUT), 54 Nguyen Luong Bang Street, Lien Chieu District, Da Nang 550000, Vietnam · AIWARE Limited Company, 17 Huynh Man Dat Street, Hoa Cuong Ward, Hai Chau District, Da Nang 550000, Vietnam +2

  13. Benchmarking Visual-Inertial Odometry in Subterranean Environments Under Sensor Degradation, Miscalibration, and Dynamic Occlusion

    Sep 16, 2026Yueying Zhu, Xiang Li, Thien-Minh Nguyen +2Visual Inertial OdometryUnderground Mines

    Nanyang Technological University, Singapore. · Dalian University of Technology, China. · Queensland University, Australia. +1

  14. Learning to adapt GR(1) specifications through degradation

    Sep 14, 2026Tiberiu-Andrei Georgescu, Dalal Alrajeh, Sebastian UchitelInvariant SynthesisAdaptive Control

    Imperial College London, London, United Kingdom · Universidad de Buenos Aires, CONICET, Universidad de San Andrés, Argentina

  15. Quality-Constrained Routing over a Fixed Pool of Quantized Mixture-of-Experts Instances

    Sep 14, 2026Zhenghong Huang, Hongfan Wu, Jiheng ZhangLarge Language Model RoutingBasis Decomposition

    The Hong Kong University of Science and Technology Clear Water Bay, Kowloon, Hong Kong

  16. RobustSGPO: Search-Space Control for Agent Harness Evolution

    Sep 10, 2026Zibo Zhao, Jijun Shi, Mo Zhou +9Agentic OptimizationAgent Harness

    Wuhan University, Wuhan, China · Kuaishou Technology, Beijing, China

  17. ProMeta: Few-shot PROTAC-targeted degradation prediction across E3 ligases

    Sep 9, 2026Yuansheng Liu, Yufei Ye, Tao Tang +3DegradationLearnable Prototypes

    College of Computer Science and Electronic Engineering, Hunan University, Changsha, Hunan 410086, China · Yuelushan Laboratory, Changsha, Hunan 410128, China · School of Modern Posts, Nanjing University of Posts and Telecommunications, Nanjing, Jiangsu 210023, China +2

  18. Towards a Resilience-Theoretic Foundation for Adversarial Robustness in Industrial Control System Anomaly Detection

    Sep 7, 2026Branka Stojanović, Andreas Flatscher, Michael SommaMultimodal Industrial Anomaly DetectionResilience

    1JOANNEUM RESEARCH Forschungsgesellschaft mbH, Austria · 2TU Graz, Institute for Technical Informatics, Austria

  19. Beyond Task Success: Stage-Wise Reliability of World Model Planning under Sensing Degradation

    Sep 7, 2026Geonmyeong Lee, Byoung-Tak ZhangWorld Model PlanningPrediction Error

    Seoul National University

  20. Benchmarking Spatial, Spectral, and Self-Supervised Cues for Face Forgery Detection under Realistic Degradation

    Sep 1, 2026Lucas Cunha, Lucas Sotomaior, Lucas Gasperin +3Face Forgery DetectionVisual Degradation

    Pontifical Catholic University of Paraná, Curitiba, Brazil

  21. Predicting Subsurface Abnormalities Growth using Physics-Informed Neural Networks

    Sep 1, 2026Mehrdad Shafiei Dizaji, Hoda AzariParametric Physics-Informed Neural NetworkSubsurface Scattering

    Post-Doctoral Research Fellow, Federal Highway Administration, Turner-Fairbank Highway Research Center, McLean, VA 22101 · Nondestructive Evaluation Program and Laboratory Manager, Federal Highway Administration, Turner-Fairbank Highway Research Center, McLean, VA 22101

  22. Learning to Restore More: Continual Capability Expansion for Pretrained Image Restoration Models

    Aug 31, 2026Hu Gao, Yulong Chen, Lizhuang MaImage RestorationRestoration

    Department of Computer Science Shanghai Jiao Tong University Shanghai, China · Department of Architecture and Design Harbin Institute of Technology Heilongjiang, China

  23. DegradeQuery: Counterfactual Tuple Pretraining for Context-Aware PROTAC Degradation Prediction

    Aug 11, 2026Dong Xu, Zhangfan Yang, Jiantao Wu +3ProteinDegradation

    School of Artificial Intelligence, Shenzhen University · EasternDawn · School of Computer Science, University of Nottingham Ningbo

  24. DocPure: Prompt-Free Unified Document Restoration via Degradation-Aware Structure-Guided Wavelet Modulation

    Aug 10, 2026Lingming Su, Wanglong Lu, Tao Wang +4DegradationWavelets

    College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou, China · College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou 325035, China · AI Analytics Team, Nasdaq, St. John's, Canada +2

  25. Beyond Uniform Restoration: Empowering All-in-One Restoration with Pixel-Level Multimodal Guidance

    Aug 10, 2026Chunxiao Liu, Wei Liu, Anbin Xiong +1Image RestorationRestoration

    Xiaomi Corporation Beijing, China

  26. DreOPD: Degraded-Reference Extrapolative On-Policy Distillation for Flow-matching Models

    Aug 10, 2026Mingfeng Lin, Chengfei Cai, Lin Xu +2Trajectory-Level CreditDegradation

    Harbin Institute of Technology (Shenzhen) · Zhejiang University · Harbin Institute of Technology

  27. CoRe-UIE: Rethinking Coexisting and Region-wise Degradation for Underwater Image Enhancement

    Aug 10, 2026Weifeng Kong, Chenghao Xu, Lin Chen +2Underwater Image Enhancement MethodsQuery-Specific Degradation-Aware Representation

    Hohai University Jiangsu, China

  28. Quantization Degradation in Large Language Models: A Signal-Noise Perspective

    Aug 8, 2026Chenxi Zhou, Pengfei Cao, Jinyu Ye +5Large Language Model QuantizationPost-Training Quantization

    School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences, Beijing, China · The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China +1

  29. Degradation-Aware Prompt Learning with Cross-Modal Compensation for Adverse Weather Removal

    Aug 7, 2026Wanshu Fan, Yunzhe Zhang, Yue Shen +5Query-Specific Degradation-Aware RepresentationVisual Degradation

    School of Software Engineering, Dalian University, Dalian, China · School of Mathematical Sciences, Dalian University of Technology, Dalian, China · The Hong Kong Polytechnic University, Hong Kong, China +2

  30. Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration

    Aug 7, 2026Zihao He, Yunfeng Wu, Xinchao Wang +1Image RestorationDegradation

    School of Artificial Intelligence, Shanghai Jiao Tong University, Shanghai, China · Alibaba Group, Beijing, China · School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China +1

  31. Coupled Continuous-Discrete Generation for Scene Text Image Super-Resolution

    Aug 5, 2026Axi Niu, Knag Zhang, Qingsen Yan +3Real-World Image Super-ResolutionDetection Transformer

    Northwestern Polytechnical University, Xi’an, China · Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea

  32. When Attention Goes Blind: Numerical Failure in ALiBi Positional Encodings

    Aug 4, 2026Christopher Schröder, Lukas Gienapp, Ferdinand Schlatt +2Positional EncodingDegradation

    Institute for Applied Informatics at Leipzig University (InfAI) · ScaDS.AI Dresden/Leipzig · Seltz +1

  33. Trajectory-Guided Forget-Recover Network for Continual LLM Unlearning

    Aug 4, 2026Zezheng Wu, Xinghe Cheng, Qinggang Zhang +4Large Language Model UnlearningUnlearning Method

    Guilin University of Electronic Technology · Jinan University · Jilin University +2

  34. MoCRA: Mixture of Compositional Rank-1 Atoms for 4K All-in-One Video Restoration

    Aug 3, 2026Yongcong Wang, Pu Wang, Hingchin Chen +8Video RestorationVideo Quality

    1Central South University · 2Shandong University · 3Shenzhen Loop Area Institute +8

  35. Unleashing the Power of Text: Text-Guided Flow Matching for Image Fusion under Complex Degradations

    Aug 1, 2026Axi Niu, Jieheng Li, Kang Zhang +3Visible Image FusionQuery-Specific Degradation-Aware Representation

    School of Computer Science, Northwestern Polytechnical University, Xi'an, China · School of Computer Science, Northwestern Polytechnical University, Xi’an, Shaanxi, China · School of Electrical Engineering, KAIST, Daejeon, Republic of Korea +2

  36. PiDDM: Physics-Informed Differentiable Degradation Modeling for Lithium-Ion Battery State-of-Health Prediction

    Jul 31, 2026Zeping Chen, Ruda Jian, Sachin Sigdel +3Lithium-Ion BatteriesDegradation

    Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, IN, USA · Department of Mechanical Engineering, The University of Texas at Dallas, Richardson, TX, USA · Department of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, USA +1

  37. What to Remove, What to Preserve: Dual-Ambiguity Rectification for All-in-One Image Restoration

    Jul 30, 2026Cencen Liu, Wen Yin, Dongyang Zhang +6Image RestorationRectification

    University of Electronic Science and Technology of China · University of Electronic Science and Technology of China, Chengdu, Sichuan, China · Jiigan Technology +1

  38. CoRE-UIR: Prior-guided common and residual experts for efficient all-in-one remote sensing image restoration

    Jul 30, 2026Zaiyan Zhang, Qiangqiang Yuan, Jie Li +5Image RestorationRemote Sensing

    School of Geodesy and Geomatics, Wuhan University, Wuhan 430079, Hubei, China · School of Artificial Intelligence, Wuhan University, Wuhan 430072, Hubei, China · State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, Hubei, China

  39. DECODE: Tackling Representation and Decision Degradation in Continual AI-Generated Image Detection

    Jul 30, 2026Zihao Cai, Xinghan Li, Ruiyan Yang +3Ai-Generated Image DetectionUnsupervised Detection

    Visual Laboratory of Fudan University, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, China · CEC GienTech Technology Co., Ltd., Shanghai, China

  40. Mitigating Compounding Error via Video Representation Regularization

    Jul 29, 2026Taiye Chen, Qi Zhang, Yisen WangAutoregressive Video GenerationWorld Models

    Peking University

  41. Charging Phase Health Indicators for Battery State-of-Health Estimation: A Systematic Comparison of CC, CV, and Combined Approaches under Cross-Battery Validation

    Jul 26, 2026Huy Hoang Le, Kim-Anh NguyenLithium-Ion BatteriesVoltage

    a R&D Department, PowerMore Ltd., Viet Nam · b Faculty of Electrical Engineering, University of Science and Technology, The University of Danang, Viet Nam

  42. Generalization bounds and sample complexity for remaining useful life prediction from complete degradation trajectories

    Jul 26, 2026Huy Hoang Le, Kim-Anh NguyenUseful Life PredictionDegradation

    R&D Department, PowerMore Ltd., Da Nang 550000, Vietnam · Faculty of Electrical Engineering, University of Science and Technology, The University of Danang, Da Nang 550000, Vietnam

  43. General Value Functions for Remaining Useful Life and Failure-Mode Prediction

    Jul 24, 2026Hao Yan, Ali Sarabi, Qing Zou +1Useful Life PredictionEarly Failure Prediction

    School of Computing and Augmented Intelligence, Arizona State University

  44. Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation

    Jul 24, 2026M M Asif FerdousConfidence CalibrationQwen3

    Independent Researcher

  45. Gradient-Based Latent Decomposition Reveals Mechanisms of Feature Degradation in Weakly Supervised Mammography

    Jul 24, 2026Vinceline Bertrand, Ionut Cardei3D Masked AutoencodersGradient-Weighted Class Activation Mapping

    Florida Atlantic University, Boca Raton, FL, USA

  46. The Second LoViF 2026 Challenge on Real-World All-in-One Image Restoration: Methods and Results

    Jul 23, 2026Xiang Chen, Hao Li, Jiangxin Dong +89Image RestorationRestoration

  47. OpenRTAG: A Comprehensive Benchmark for Robust Text-Attributed Graph Learning under Data Quality Degradation

    Jul 21, 2026Yuze Dai, Zhihan Zhang, Yan Zhao +6Text-Attributed GraphTagging

    Beijing Institute of Technology

  48. Abliteration Is Not a Scalpel: Off-Target Effects of Refusal Removal on Decision Disposition Across Model Families

    Jul 19, 2026Aleksander FafułaAblationRefusals

    independent researcher • funduszai.pl

  49. On the Depth Scalability of Logic Gate Networks

    Jul 19, 2026Taegun An, Dohun kim, Haebeom Lee +1Differentiable Logic Gate NetworksScalability

    Jung Woonoh IT & General Education Center, Korea University 145, Anam-ro, Seongbuk-gu, Seoul 02841, Republic of Korea

  50. DARA: Degradation-Aware Low-Rank Residual Adaptation with Original-to-Corrupted Distillation for Corruption-Robust Animal Re-Identification

    Jul 18, 2026Cynthia Xie, Talia XuAnimal Re-IdentificationRe-Identification

    The University of Auckland Auckland, New Zealand

  51. GlobalForge: Towards Robust AI-Generated Image Detection

    Jul 16, 2026Manni Cui, Ruiqi Liu, Dianyuan Zou +8Ai-Generated Image DetectionDegradation

    1Huazhong University of Science and Technology · Institute of Automation, Chinese Academy of Sciences · 3Jilin University +1

  52. TIDE: Trustworthy and Interpretable Battery Degradation Estimation with Contextual Learning and Symbolic Distillation

    Jul 16, 2026Wen Yang Tan, Jiawei Li, Fang Liu +4Lithium-Ion BatteriesDegradation

    Singapore Institute of Technology (SIT), Singapore 828608 · Singapore University of Social Sciences (SUSS), Singapore 599494

  53. Answer-Conditioned Chains of Thought Degrade Verifiable-Reasoning Distillation in Large Language Models

    Jul 16, 2026Jungseob Lee, Seungyoon Lee, Suhyune Son +4LLM Reasoning StrategiesReasoning Skills

    1Korea University · 2Zoom Communications · 3Yonsei University

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

    Jul 14, 2026Emmanouil Karystinaios, Jonathan Greif, David Nadrchal +2Speech EnhancementSong Generation

    Institute of Computational Perception, Johannes Kepler University Linz, Austria

  55. BattVAE-GP: Generative Modeling of Long-Horizon Battery Degradation with Uncertainty Quantification

    Jul 11, 2026Raghvender Raghvender, Mahdi Abid, Ferran Brosa Planella +2Lithium-Ion BatteriesDegradation

    Laboratoire de Réactivité et de Chimie des Solides (LRCS), UMR CNRS 7314-Université de Picardie Jules Verne, 15 Rue Baudelocque, 80000, Amiens, France · Réseau sur le Stockage Electrochimique de l’Energie (RS2E), CNRS FR 3459, Hub de l’Energie, 15 Rue Baudelocque, 80000, Amiens, France · Predeeption (INRIA Startup Studio / CNRS Innovation), Hub de l’energie, 80000, Amiens, France +2

  56. Closing the Null Space: Guidance-Aware Quantization for Classifier-Free Diffusion

    Jul 9, 2026Abdullah Al Shafi, Sumaiya Rahim SumaClassifier-Free GuidancePost-Training Quantization

    Department of Computer Science and Engineering Khulna University of Engineering & Technology Khulna-9203, Bangladesh

  57. What is Left for Us? Second Scholarship Against the Degradation of Research by AI

    Jul 4, 2026Claudio Novelli, Luciano FloridiGenerative Artificial IntelligenceDegradation

    Digital Ethics Center, Yale University, 85 Trumbull Street, New Haven, CT 06511, U.S · Department of Legal Studies, University of Bologna, Via Zamboni, 27/29, 40126, Bologna, IT

  58. CURE: Controllable Unified Image Restoration for Complex Degradations

    Jul 3, 2026Boseong Kim, Donghyeon ChoImage RestorationRestoration

    Department of Computer Science, Hanyang University, Seoul, South Korea

  59. AbsoluteDegradation: A Physics-Inspired Synthetic Film-Degradation Pipeline and Archival Film Restoration Benchmark

    Jul 2, 2026Mikołaj Jastrzębski, Dawid Glinkowski, Dawid Zieliński +3Video RestorationVisual Degradation

    Wrocław University of Science and Technology

  60. Liquid Latent State Dynamics for Interpretable Turbofan Degradation Modeling

    Jul 2, 2026Weizhi Nie, Weijie Wang, Yuting SuPrognosticsDegradation

    Tianjin University