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. Robust Image Processing Techniques for Construction Environment Monitoring Using Underwater Robots

    Jul 2, 2026Seunghee Yun, Geonmo Yang, Juhui Lee +3Underwater Object DetectionUnderwater Robots

    Department of Electrical and Computer Engineering, Inha University · Hyundai Engineering & Construction Co., Ltd · Department of Electrical and Electronic Engineering, Inha University

  2. PGE-SAM: Prompt-Guided Feature Enhancement for Interactive Segmentation under Degradation

    Jun 29, 2026Tuan-Duc Nguyen, Anh-Tuan Mai, Duc-Trong LeSemi-Supervised Medical Image SegmentationQuery-Specific Degradation-Aware Representation

    FPT Software AI Center · VNU University of Engineering and Technology

  3. Spatially Localized Image Degradation Embeddings for Image Quality Assessment

    Jun 28, 2026Krishna Srikar Durbha, Hassene Tmar, Ping-Hao Wu +2Query-Specific Degradation-Aware RepresentationImage Quality Assessment

    The University of Texas at Austin · Meta Platforms, Inc. · University of Colorado Boulder

  4. SEAD: Competence-Aware On-Policy Distillation via Entropy-Guided Supervision

    Jun 26, 2026Chia-Hsuan Lee, Zelei Cheng, Yu Wang +4CurriculumEntropy

    Capital One

  5. BiDeMem: Bidirectional Degradation Memory for Explainable Image Restoration

    Jun 26, 2026Xinrui Wu, Lichen HuangQuery-Specific Degradation-Aware RepresentationImage Restoration

    University of Electronic Science and Technology of China

  6. How Surprising Is Historical Italian to Language Models? Tokenization Tax, Comprehension Tax, and a Simple Mitigation

    Jun 25, 2026Maria LevchenkoItalian TextsAccents

    University of Bologna

  7. Ultra-Fusion: A Resilient Tightly-Coupled Multi-Sensor Fusion SLAM Framework under Sensor Degradation and Spatiotemporal Perturbation for Intelligent Transportation Systems

    Jun 19, 2026Yihong Tian, Junjie Zhang, Liuyang Li +3Multi-Sensor FusionSimultaneous Localization And Mapping

    Beijing Institute of Technology · Chongqing University · Sichuan University +2

  8. DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration

    Jun 17, 2026Yanjie Tu, Qingsen Yan, Axi Niu +3Image RestorationRestoration

    School of Computer Science, Northwestern Polytechnical University, Xi’an 710000, China · Shenzhen Research Institute of Northwestern Polytechnical University, Shenzhen 518057, China · State Key Laboratory of Internet of Things for Smart City, University of Macau, Macau 999078, China

  9. Correcting Sensor-Induced Distribution Drift with Wasserstein Adversarial Learning

    Jun 17, 2026Saraa Ali, Vladimir Bocharnikov, Fedor Ratnikov +3RecalibrationDistribution Shifts

    Laboratory of Methods for Big Data Analysis, HSE University, Pokrovsky Boulevard 11, Moscow 109028, Russia

  10. Quantum Annealing Enhanced Reinforcement Learning for Accurate Remaining Useful Lifetime Prediction

    Jun 16, 2026Manoranjan Gandhudi, Arunkumar V., G. R. Anil +1Quantum AnnealingUseful Life Prediction

    Central University of Karnataka, Kalaburagi, India · University College of Engineering, Anna University, Tiruchirappalli, Tamil Nadu, India · AIONOS India Pvt Ltd, Hyderabad, India +1

  11. Universal Image Restoration via Internalized Chain-of-Thought Reasoning

    Jun 16, 2026Yu Guo, Zhengru Fang, Shengfeng He +4Image RestorationRestoration

    Hong Kong JC Lab of Smart City and the Department of Computer Science, City University of Hong Kong · School of Computing and Information Systems, Singapore Management University · Computer Science and Information Engineering, National Taiwan University

  12. Scaling Enterprise Agent Routing: Degradation, Diagnosis, and Recovery

    Jun 16, 2026Kellen Gillespie, Robyn PerryLarge Language Model RoutingDiagnosis

    Superhuman, Inc.

  13. Autonomous End-to-End SOH Prediction Services for Battery Systems via Temporal-Contrastive Representation Learning

    Jun 15, 2026Junting Wen, Dan Li, Qihao Quan +8Lithium-Ion BatteriesDegradation

    School of Software Engineering, Sun Yat-sen University, Zhuhai 519082, China · Tianneng Battery Group Co., Ltd, Zhejiang, China · School of Communication Engineering, Hangzhou Dianzi University, China +1

  14. DDTNet: Degradation Disentanglement and Transfer Network for Test-Time All-in-One De-weathering Adaptation

    Jun 15, 2026Kuan-Hung Lin, Fu-Jen Tsai, Yan-Tsung Peng +3Query-Specific Degradation-Aware RepresentationImage Restoration

    National Yang Ming Chiao Tung University, Hsinchu 300093, Taiwan · National Tsing Hua University, Hsinchu 300044, Taiwan · National Chengchi University, Taipei 116011, Taiwan +1

  15. Hidden Degradation Costs in Energy-Cost-Only HEMS Optimisation: Study on Battery and PV Sensitivity

    Jun 14, 2026Dawood Butt, Nandor VerbaBattery Energy Storage SystemsLithium-Ion Batteries

    WMG, The University of Warwick, Coventry, United Kingdom

  16. ERN-Net : Evolving Reason Node-Net for Document Binarization

    Jun 10, 2026Hsin-Jui Pan, Sheng-Wei Chan, Jen-Shiung ChiangBinarizationConvnext

    Dept. of Electrical Engineering Tamkang University

  17. SpineReport: Automated 3D Quantification and Reporting of Lumbar Spine Degeneration on MRI

    Jun 8, 2026Nathan Molinier, Adrian A. Marth, Reto Sutter +6Morphometric AnalysisMulti Organ Computed Tomography Segmentation

    1NeuroPoly, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, QC, Canada · 2Mila, Quebec AI Institute, Montreal, QC, Canada · Department of Radiology, Balgrist University Hospital, Zurich, Switzerland +7

  18. Uncertainty Aware Functional Behavior Prediction and Material Fatigue Assessment for Circular Factory

    Jun 3, 2026Nehal Afifi, Mehdi Khabou, Victor Mas +5PrognosticsDegradation

  19. Physically-Constrained Mamba-SDE for Remaining Useful Life Prediction under Irregular Observations

    Jun 1, 2026Deyu Zhuang, Peiliang Gong, Yang Shao +4Useful Life PredictionPredictive Maintenance

    Nanjing University of Aeronautics and Astronautics Nanjing, China · Nanyang Technological University Singapore · Singapore University of Technology and Design Singapore

  20. Real-Time Physics Simulation with Dynamic Mesh-Gaussian Reconstructions

    May 30, 2026Adrian Ramlal, John S. ZelekPhysics SimulationTopology

    University of Waterloo

  21. Diagnosing Failure Modes of Shared-State Collaboration in Resource-Constrained Visual Agents

    May 29, 2026Yunpeng ZhouCollaborationLatent Failure Patterns

    Nanjing University of Information Science & Technology, Nanjing, China

  22. How well does Classification Accuracy capture Concept Drift Detection Quality? An overview of Concept Drift Detection evaluation

    May 29, 2026Joanna KomorniczakDetection PerformanceNon-Stationarity

    Department of Systems and Computer Networks, Wrocław University of Science and Technology

  23. TARIC: Memory-Augmented Traversability-Aware Outdoor VLN under Interrupted Semantic Cues

    May 29, 2026Tianle Zeng, Hanjing Ye, Jianwei Peng +3Vision-Language NavigationExploration

    Shenzhen Key Laboratory of Robotics and Computer Vision, Southern University of Science and Technology, Shenzhen, China. · CKS Robotics Institute, Hong Kong University of Science and Technology, Hong Kong SAR, China. · College of Electrical and Information Engineering, Hunan University, Hunan, China.

  24. Learning Agent-Compatible Context Management for Long-Horizon Tasks

    May 29, 2026Lu Yi, Runlin Lei, Liuyi Yao +6Large Language Model AgentsLong-Horizon Task Planning

    1Renmin University of China · Work done during internship at Tongyi Lab, Alibaba Group · 2Tongyi Lab, Alibaba Group +2

  25. BatteryMFormer: Multi-level Learning for Battery Degradation Trajectory Forecasting

    May 26, 2026Ruifeng Tan, Jintao Dong, Weixiang Hong +3Lithium-Ion BatteriesForecasting Backbone

    School of Computer Science and Engineering, Central South University · Material Genome Institute, Shanghai University

  26. Self-supervised Dynamic Heterogeneous Degradation Modeling for Unified Zero-Shot Image Restoration

    May 23, 2026XiaoWan Hu, Jing Yang, HeNan Liu +2Image RestorationDegradation

    Beihang University · Tsinghua University

  27. Lost in Fog: Sensor Perturbations Expose Reasoning Fragility in Driving VLAs

    May 20, 2026Abhinaw Priyadershi, Jelena FrtunikjFogDegradation

    NVIDIA Corporation, USA · NVIDIA GmbH, Germany

  28. Understanding Deterioration Random Effects for Causal Discovery in Infrastructure Management

    May 19, 2026Takato YasunoPredictive MaintenanceDegradation

  29. Bézier Degradation Modeling for LiDAR-based Human Motion Capture

    May 19, 2026Xiaoqi An, Lin Zhao, Jun Li +2Motion CaptureStructure-From-Motion

    PCA Lab, School of Computer Science and Engineering, Nanjing University of Science and Technology · PCA Lab, School of Intelligence Science and Technology, Nanjing University

  30. LAST-RAG: Literature-Anchored Stochastic Trajectory Retrieval-Augmented Generation for Knowledge-Conditioned Degradation Model Selection

    May 18, 2026Hanbyeol Park, Hyerim BaeDegradationModel Selection

    Department of Industrial Engineering · Pusan National University · Busan, Republic of Korea

  31. Degradation Frequency Curve: An Explicit Frequency-Quantified Representation for All-in-One Image Restoration

    May 17, 2026Xinghua Huang, Zhixiong Yang, Chen Wu +6Image RestorationDegradation

    College of Electronic Science, National University of Defense Technology, Changsha, 410073, China · College of Electronic Engineering, Beihang University, Beijing, 100191, China · VCIP, School of Computer Science, Nankai University, Tianjin, 300071, China

  32. Causal Anomaly Detection for Lithium-Ion Battery Degradation

    May 17, 2026Dieter W. Heermann, Hagen HeermannLithium-Ion BatteriesInterpretable Anomaly Detection

    Institute for Theoretical Physics, Heidelberg University, Philosophenweg 19, D-69120 Heidelberg, Germany · Intilion GmbH, Wollmarktstraße 115c, D-33098 Paderborn, Germany

  33. Expandable, Compressible, Mineable: Open-World Thermal Image Restoration

    May 16, 2026Pu Li, Huafeng Li, Yafei Zhang +3RestorationDegradation

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Yunnan, China · School of Mathematics and Statistics, Yunnan University, Yunnan, China · Shenzhen Key Laboratory of Visual Object Detection and Recognition, Harbin Institute of Technology, Shenzhen, China

  34. A Causally Grounded Taxonomy for Image Degradation Robustness Evaluation

    May 15, 2026Stefan Becker, Simon Weiss, Wolfgang Hübner +1Visual DegradationDegradation

    Fraunhofer IOSB Ettlingen, Germany

  35. Understanding Generalization through Decision Pattern Shift

    May 13, 2026Huiqi Deng, Yibo Li, Quanshi Zhang +3Improved GeneralizationIntra-Class

    Xi’an Jiaotong University · Shanghai Jiao Tong University · Shanghai Artificial Intelligence Laboratory

  36. Quantifying LLM Safety Degradation Under Repeated Attacks Using Survival Analysis

    May 13, 2026Zvi TopolLarge Language Model JailbreaksLarge Language Model Safety

    MuyVentive, LLC

  37. Classifier Context Rot: Monitor Performance Degrades with Context Length

    May 12, 2026Sam Martin, Fabien RogerContext LengthAgentic Benchmarks

    Anthropic Fellows Program · Anthropic

  38. UniFixer: A Universal Reference-Guided Fixer for Diffusion-Based View Synthesis

    May 12, 2026Sihan Chen, Xiang Zhang, Yang Zhang +2Novel View SynthesisDegradation

    ETH Zürich, Switzerland · DisneyResearch|Studios, Switzerland

  39. Beyond Manual Curation: Augmenting Targeted Protein Degradation Databases via Agentic Literature Extraction Workflows

    May 11, 2026Yaochen Rao, Farzaneh Jalalypour, N. M. Anoop Krishnan +1ProteinData-Curation

    Department of Computer Science and Engineering, Chalmers University of Technology and University of Gothenburg, Gothenburg, SE · Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, New Delhi, IN

  40. Benchmarking Sensor-Fault Robustness in Forecasting

    May 11, 2026Alexander Windmann, Philipp Wittenberg, Gianluca Manca +3Forecasting BackboneFault Diagnosis

    1Helmut Schmidt University · 2Ruhr University Bochum · 3ABB Corporate Research +2

  41. Elucidating Representation Degradation Problem in Diffusion Model Training

    May 11, 2026Zhipeng Yao, Dazhou Li, Zitong Zhang +6Diffusion ModelsDegradation

    University of Louisville · Shenyang University of Chemical Technology · Florida International University +2

  42. The Association of Transformer-based Sentiment Analysis with Symptom Distress and Deterioration in Routine Psychotherapy Care

    May 11, 2026Douglas K. Faust, Peter Awad, Alexandre Vaz +1DepressionCognitive Behavioral Therapy

    Sentio University, Torrance, CA, USA · Western Washington University, Department of Mathematics, Bellingham, WA, USA

  43. DegBins: Degradation-Driven Binning for Depth Super-Resolution

    May 10, 2026Zhiqiang Yan, Zhengxue Wang, Jian Yang +1Generative Super-ResolutionQuery-Specific Degradation-Aware Representation

    Department of Computer Science, National University of Singapore · Nanjing University of Science and Technology

  44. Quality-Conditioned Agreement in Automated Short Answer Scoring: Mid-Range Degradation and the Impact of Task-Specific Adaptation

    May 8, 2026Abigail Victoria Gurin Schleifer, Moriah Ariely, Beata Beigman Klebanov +2AgreementDegradation

    Weizmann Institute of Science, Rehovot, Israel · ETS, Princeton, USA

  45. How Far Is Document Parsing from Solved? PureDocBench: A Source-Traceable Benchmark across Clean, Degraded, and Real-World Settings

    May 8, 2026Zhiheng Li, Zongyang Ma, Jiaxian Chen +12Document ParsingMulti-Image Editing Benchmarks

    CASIA · UCAS · Beijing Key Laboratory of Super Intelligent Security of Multi-Modal Information +6

  46. Continuous Expert Assembly: Instance-Conditioned Low-Rank Residuals for All-in-One Image Restoration

    May 7, 2026Haisen He, Xiangyu Zou, SongLin Dong +3Image RestorationRestoration

    Southern University of Science and Technology · Shenzhen University · Shenzhen University of Advanced Technology +1

  47. EGA: Adapting Frozen Encoders for Vector Search with Bounded Out-of-Distribution Degradation

    May 7, 2026Dongfang ZhaoFrozen EncoderOut-Of-Distribution

    Tacoma School of Engineering and Technology University of Washington

  48. Safety-Critical Camera Reliability Monitoring for ADAS via Degradation-Aware Uncertainty Pattern Analysis

    May 6, 2026Shiva AherDegradationRoadside Cameras

    Georgia Institute of Technology, Atlanta, GA, USA.

  49. Enwar 3.0: An Agentic Multi-Modal LLM Orchestrator for Situation-Aware Beamforming, Blockage Prediction, and Handover Management

    May 4, 2026Ahmad M. Nazar, Abdulkadir Celik, Asmaa Abdallah +3BeamformingMillimeter Wave

    Department of Electrical and Computer Engineering, Iowa State University (ISU), Ames, IA, 50014, USA · Gladiolus Technological Institute, USA · School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, U.K. +2

  50. MULTITEXTEDIT: Benchmarking Cross-Lingual Degradation in Text-in-Image Editing

    May 4, 2026Liwei Cheng, Shibo Feng, Lunjie Zhou +2Multilingual BenchmarkCross-Lingual Consistency

    1Harbin Institute of Technology

  51. A Novel Preprocessing-Driven Approach to Remaining Useful Life (RUL) Prediction Using Temporal Convolutional Networks (TCN)

    May 4, 2026Florent Imbert, Tosin Adewumi, Hui HanUseful Life PredictionTemporal Convolutional Networks

    Machine Learning Group · Lulea University of Technology · Lulea, Sweden

  52. Degradation-Aware Adaptive Context Gating for Unified Image Restoration

    May 2, 2026Lei He, Jielei Chu, Fengmao Lv +4Query-Specific Degradation-Aware RepresentationImage Restoration

  53. Helpfulness Hurts: Domain-Dependent Degradation of Mid-Trained Compassion Values Under Post-Training

    Apr 30, 2026Jasmine Brazilek, Juliana SeawellPost-TrainingPretraining

    †Compassion Aligned Machine Learning (CaML)

  54. Heterogeneous Variational Inference for Markov Degradation Hazard Models: Discretized Mixture with Interpretable Clusters

    Apr 27, 2026Takato YasunoMixture ModelsVariational Inference

    Digital Business Department, Yachiyo Engineering Co., Ltd.

  55. Robust Deepfake Detection, NTIRE 2026 Challenge: Report

    Apr 27, 2026Benedikt Hopf, Radu Timofte, Chenfan Qu +54Deepfake DetectionVisual Degradation

  56. Coverage-Based Calibration for Post-Training Quantization via Weighted Set Cover over Outlier Channels

    Apr 27, 2026Ibne Farabi Shihab, Sanjeda Akter, Anuj SharmaPost-Training QuantizationPost-Training

    Department of Computer Science, Iowa State University · Department of Civil, Construction & Environmental Engineering, Iowa State University

  57. Causal Disentanglement-Inspired Degradation Representation Learning for Full-Reference Image Quality Assessment

    Apr 23, 2026Zhen Zhang, Jielei Chu, Tian Zhang +5Query-Specific Degradation-Aware RepresentationImage Quality Assessment

    School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu 611756, China · School of Physics, Northeast Normal University, Changchun 130024, China · School of Transportation and Logistics, Southwest Jiaotong University, Chengdu, China +2

  58. FryNet: Dual-Stream Adversarial Fusion for Non-Destructive Frying Oil Oxidation Assessment

    Apr 23, 2026Khaled R Ahmed, Toqi Tahamid Sarker, Taminul Islam +2Rgb-ThermalDegradation

    Southern Illinois University Carbondale, USA · Qassim University, Saudi Arabia

  59. Autonomous Reliability Qualification of Ga2_2O3_3-based Hydrogen and Temperature Sensors via Safe Active Learning

    Apr 22, 2026Davi Febba, William A. Callahan, Anna Sacchi +1Hydrogen System ComponentsDegradation

    Materials Science Center, National Laboratory of the Rockies (NLR), Golden, CO 80401, USA

  60. Fast Bayesian equipment condition monitoring via simulation based inference: applications to heat exchanger health

    Apr 22, 2026Peter Collett, Alexander Johannes Stasik, Simone Casolo +1Bayesian InferenceUncertainty Quantification

    Cognite AS, Oslo, Norway · Department of Data Science, Norwegian University of Life Sciences, Ås, Norway · Department for Mathematics and Cybernetics, SINTEF Digital, Oslo, Norway