Contrastive Learning

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43 papers in the last four weeks, up 87% on the four weeks before. 0.4% of all new papers.

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  1. Learning from Failure: Leveraging Unreliable Predictions in Semi-Supervised Real-World Adverse Weather Removal

    Oct 1, 2026Cap Dang Xuan Kiet, Tat-Jen ChamImage RestorationRestoration

    College of Computing and Data Science, Nanyang Technological University, Singapore

  2. Reformulation-Contrastive Learning for Mixed Integer Programs

    Sep 30, 2026Ousema Bouaneni, Mathis Le Bail, Clément Elliker +2Mixed-Integer ProgrammingLinear Programming

    LIX (École Polytechnique, IP Paris, CNRS) · AMIAD (Agence Ministérielle pour l’IA de Défense)

  3. A Width-Matched Comparison of Hybrid Quantum-Classical Self-Supervised Learning for Fingerprint Recognition

    Sep 30, 2026Maria S. Edwards, Kidwell Dlamini, Pin-An Lin +2FingerprintSelf-Supervised Learning

    Department of Computer Science and Information Engineering, National Dong Hwa University, Hualien, Taiwan · Department of Computer Science and Information Engineering, National Chiayi University, Chiayi City, Taiwan

  4. A Shared Taste for Model-Written Text: The Generator-by-Selector Matrices of "AI-AI Bias" Show No Detectable Own-Model Premium

    Sep 30, 2026Dmitrij ŻatuchinLarge Language Model BiasHuman-Written Text

    Department of Information Technologies, Estonian Entrepreneurship University of Applied Sciences (EUAS), Tallinn, Estonia. · Rankfor.AI, Wroc law, Poland; Tallinn, Estonia.

  5. Optimal VC Dimension of Contrastive Learning with Margin

    Sep 30, 2026Dionysis Arvanitakis, Vaggos Chatziafratis, Yiyuan Luo +1Contrastive LearningVoice Conversion

    Northwestern University · UC Santa Cruz

  6. Does a Shared Temperature Imply a Shared Angular Scale in Probabilistic Contrastive Learning?

    Sep 30, 2026Ningkang Peng, Qianfeng Yu, Jingyang Mao +4Contrastive LearningCosine Similarity

    Nanjing Normal University · Nanjing University of Chinese Medicine · Tohoku University

  7. STEPS: Scene Text Editing with Preserved Style Using Diffusion and Contrastive Style Encoding

    Sep 29, 2026Nicolas Thiebaut, Nameer Hirschkind, Xiao Yu +1Text-To-Image Diffusion ModelsStyle

    Roblox San Mateo, CA, USA

  8. Prediction-Layer Branch Calibration for Multimodal Sentiment Analysis

    Sep 29, 2026Yulin Sun, Kele Xu, Yong DouMultimodal Sentiment AnalysisMultimodal Fusion

    National University of Defense Technology

  9. Language as the Interface: Foundation-Model Contrastive Learning Links Transcriptomes and Electrophysiology

    Sep 29, 2026Junbo Shen, Jinying Gao, Bo LeiElectroencephalography Foundation ModelsMultimodal Foundation Model

    Department of Computer Science and Engineering, The Chinese University of Hong Kong · State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology, Institute of Automation, Chinese Academy of Sciences, Beijing, China · Beijing Academy of Artificial Intelligence, Beijing, China +1

  10. Momentum-Coupled Rubric Adaptation for Detailed Image Captioning

    Sep 29, 2026Zhenwen Ji, Lei Jin, Shanyong Wang +6Image Difference CaptioningContrastive Learning

    Xiaohongshu Inc. · the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University

  11. InterBias-SV: Compound Conditions in Speaker Verification

    Sep 29, 2026Kamel Kamel, Hridoy Sankar Dutta, Keshav Sood +1Automatic Speaker VerificationEqual Error Rate

    School of Information Technology, Deakin University Waurn Ponds, VIC, Australia

  12. Longer Records, Broader Invariance: The Hidden Scaling Problem in Longitudinal Contrastive Learning

    Sep 29, 2026Rameen Mahmood, Xuhai "Orson" Xu, Zachary Beattie +2Longitudinal DataContrastive Learning

    New York University · Columbia University · Oregon Health & Science University

  13. Persona Dosing: Calibrated Activation Steering for Graded Trait Control

    Sep 28, 2026Zehao Jin, Junran Wang, Ruixuan Deng +4PersonalityLinear Activation Steering

    Georgia Institute of Technology · Zhejiang University · University of British Columbia

  14. The Layer Mystery of VLA: An Information-Theoretical Analysis of VLA Latent Interface

    Sep 28, 2026Yuxiang Liu, Lizhi Yang, Fengze Xie +2Contrastive LearningInformation-Theoretic Limits

    University of California, Berkeley · California Institute of Technology

  15. WorldGuide: Learning Success-Failure Boundaries in Latent World Models for Vision-Language-Action Policies

    Sep 28, 2026Lin Liu, Lu Zhang, Ziying Song +6Latent World ModelsVision Encoders

    School of Information and Communication Engineering Dalian University of Technology & Beta Infinity · School of Information and Communication, Engineering Dalian University of Technology · Nanyang Technological University +1

  16. NSV-Shift: A Contrastive Benchmark for Non-Speech Vocalization Understanding and Response Adaptation in Speech-to-Speech Models

    Sep 27, 2026Ziwei ChenResponsesContrastive Learning

    University of California San Diego

  17. Multi-Marginal Inverse Optimal Transport for Contrastive Learning Via Explicit Anchor-Positive-Negative Coupling

    Sep 27, 2026Ngoc-Hai Nguyen, Thuan Nguyen, Prakash Ishwar +1Contrastive LearningOptimal Transport Approach

    Department of Electrical and Computer Engineering Tufts University · Department of Engineering, Engineering Technology East Tennessee State University · Department of Electrical and Computer Engineering Boston University

  18. Quizzing the Translation: A Prover-Grounded Evaluation Metric for NL→\rightarrowFOL

    Sep 27, 2026Pu Suo, Ali EmamiLegal Natural Language Processing BenchmarksTheorem Proving

    Emory University

  19. MAC-Net: A Multi-Task Deep Learning Framework for Modeling Cognitive Function From Task-Based fMRI

    Sep 27, 2026Md. Tanvir Rahman, Nabil Anan Orka, Asaduzzaman Khan +1Functional Magnetic Resonance ImagingMulti--Task Learning

    School of Health and Rehabilitation Sciences, The University of Queensland, QLD 4072, Australia · Department of Information and Communication Technology, Mawlana Bhashani Science and Technology University, Tangail 1902, Bangladesh

  20. EAGER: Enhancing Generative Event Extraction via Reinforcement Learning with Verifiable Rewards

    Sep 24, 2026Omar Adjali, Siting Liang, Omair Shahzad Bhatti +1ExtractionContrastive Learning

    German Research Center for Artificial Intelligence (DFKI), Germany · Carl von Ossietzky Universität Oldenburg, Germany

  21. Contrastive Learning for Authorship Verification

    Sep 23, 2026Peter KirbyAuthorshipContrastive Learning

    Georgia Institute of Technology

  22. Depth-Guided Contrastive Learning for 2D Representations with 3D Spatial Awareness

    Sep 23, 2026Liang Zeng, Maarten VergauwenContrastive Learning3D Spatial Reasoning

    KU Leuven Belgium

  23. Discovery-Driven Integration of Disjoint Tables via Text

    Sep 22, 2026Md Ataur Rahman, Dimitris Sacharidis, Oscar Romero +1Data LakesTabular Data

    UPC, BarcelonaTech Barcelona, Spain · Université Libre de Bruxelles Brussels, Belgium

  24. The Delegation Blind Spot: Auditing Product Decisions from Agent Choices

    Sep 22, 2026Shivam GuptaModel AuditingDecisions

    Independent Research

  25. ToneCL: Contrastive Learning for Few-Shot Syllable-Level Tone Classification

    Sep 21, 2026Qisheng Liao, Youngah DoMandarinCross-Lingual Transfer

    Department of Linguistics The University of Hong Kong

  26. Positive Pair Geometry Matters: Optimal Transport for Contrastive Learning of Visual Representations

    Sep 21, 2026Akshit Nanda, Shahzad Ahmad, Ram Prasad PadhyContrastive LearningData Augmentation

    Department of Computer Science and Engineering, Indian Institute of Technology Bhubaneswar · Østfold University of Applied Sciences, NTNU

  27. Algebraic Consistency Alone Does Not Certify Temporal Structure in Latent Action Models

    Sep 20, 2026Di Wen, Ruodi Zhang, Kailun Yang +1Latent Representation AlignmentContrastive Learning

    Karlsruhe Institute of Technology, Karlsruhe 76131, Germany · Hunan University, Changsha 410012, China

  28. Can Data Attribution Filter Out Subliminal Learning? Not Reliably

    Sep 17, 2026Moritz Weckbecker, Sweta Jena, Jonas Müller +5Contrastive Learning

    Department of Artificial Intelligence, Fraunhofer Heinrich Hertz Institute · International Institute of Information Technology Hyderabad · Department of Electrical Engineering and Computer Science, Technische Universität Berlin +4

  29. Instance Segmentation and Fine-grained Classification for Urban Buildings with Adaptive Region Dividing and Spatially-Supervised Contrastive Learning

    Sep 17, 2026Weiyuan Zhang, Qi Zhang, Hui HuangUrban EnvironmentsContrastive Learning

    Guangdong Provincial Key Laboratory of Visual Media and Multidimensional Intelligence, College of Computer Science and Software Engineering, Shenzhen University

  30. Same Words, Different Actions: Paired Turn-Taking Evaluation under Rewritten Dialogue Contexts

    Sep 15, 2026Shuofeng Zhao, Hongwei Cai, Wenke Fan +9Turn-TakingDialogue Benchmarks

    Zuoyebang Education Technology, Beijing, China

  31. Type-IV Code Clone Detection via Layer-Wise Non-Contrastive Representation Learning

    Sep 15, 2026Luciano Marchezan, Kevin Delcourt, Eugene Syriani +1Contrastive LearningDiscriminative Models

    Universit´e de Montr´eal. Montreal, QC, Canada

  32. RegRet: Enhancing Region-Level Retrieval in Large Multimodal Models

    Sep 15, 2026Xun Liang, Honghui Yang, Weihang Pan +6Multimodal RetrievalLarge Multimodal Models

    State Key Lab of CAD&CG, Zhejiang University · Xiaohongshu Inc. · School of Software Technology, Zhejiang University

  33. Which Pretext Task Transfers? Self-Supervised Pretraining Objectives for Lung Ultrasound

    Sep 15, 2026Moein Heidari, Junbo Rao, Jai Choraria +3UltrasoundSelf-Supervised Learning

    University of British Columbia, Vancouver, BC, Canada · Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA

  34. Hyperbolic Contrastive Learning with Entailment for Spatial Transcriptomics

    Sep 14, 2026Daniela Vega, Paula Cárdenas, Hannah Ceballos +2Spatial TranscriptomicsSpatio-Temporal Transformers

    Center for Research and Formation in Artificial Intelligence Universidad de los Andes, Colombia

  35. Can a Neural Encoding Model Replicate an fMRI Visualization Study?

    Sep 14, 2026Erfan Nasirzadeh Orang, Zack WhileFunctional Magnetic Resonance ImagingHuman Visual Cortex

    Department of Computer Science and Information Systems Youngstown State University

  36. PACE: Progressive Angular-to-Norm Contrastive Embedding

    Sep 14, 2026Yanping Li, Wei Zhou, Yawen Liu +7Multimodal EmbeddingsContrastive Learning

    The Hong Kong University of Science and Technology · Alibaba Group · Huazhong University of Science and Technology +1

  37. Generative Retrieval for Unsupervised Text-Based Person Search

    Sep 14, 2026Mang Ye, Yucheng Ji, Yang Bai +4Image-Text PairsContrastive Learning

    School of Computer Science, Wuhan University, Wuhan, China · School of Computer Science and Technology, Soochow University, SuZhou, China · Zhipu AI, Beijing 100089, China +1

  38. HALDETECT at ImageEval 2026 Shared Tasks: Answer-First Contrastive Grounding with QLoRA

    Sep 12, 2026Syed Mohaiminul Hoque, Md Sakhawat HossainCitation Hallucination DetectionLarge Multimodal Models

    Independent Author

  39. Beyond Surface Imitation: Contrastive Modeling for Reasoning Path Alignment in Multimodal In-Context Learning

    Sep 9, 2026Mingbo Yang, Wenqiang Wang, Zhaolu Kang +4Multimodal Large Language ModelsIn-Context Learning

    Sun Yat-Sen University Shenzhen, Guangdong, China · Peking University Beijing, Beijing, China · Sun Yat-Sen University Shenzhen, Guangdong, China Pengcheng Laboratory +1

  40. TeMo: Temperature Modulation for Multimodal Contrastive Learning

    Sep 7, 2026Dhimitrios Duka, Bernt Schiele, Hilde Kuehne +1Multimodal Contrastive LearningContrastive Learning

    MPI for Informatics, SIC · Tuebingen AI Center/University of Tuebingen · MIT-IBM Watson AI Lab

  41. DGCPath: Distribution-Aware Generative Contrastive Framework for Self-supervised Path Representation Learning -- Extended Version

    Sep 7, 2026Sean Bin Yang, Hao Miao, Zongyi Xu +5Contrastive LearningPathways

    Aalborg University, Denmark · The Hong Kong Polytechnic University, Hong Kong · Chongqing Univeristy of Posts and Telecommunications, China +1

  42. TAD: Token-Adaptive Contrastive Decoding with Confidence-Guided Gating for Hallucination Mitigation in Large Audio-Language Models

    Sep 7, 2026Heyu Chang, Nianwen Si, Hao Zhang +2Large Audio Language ModelsContrastive Decoding

    Information Engineering University, China

  43. REFINE: Trajectory Representation Learning via Closed-Loop Transcription -- Extended Version

    Sep 7, 2026Sean Bin Yang, Ying Sun, Jilin Hu +5Long Refinement TrajectoriesContrastive Learning

    Aalborg University Aalborg, Denmark · Chongqing Universtiy of Posts and Telecommunications Chongqing, China · East China Normal University Shanghai, China +1

  44. CORE: Improving Compositional Reasoning in MLLM Embedding via Reranker Distillation

    Sep 3, 2026Tingyu Song, Mingxin Li, Yanzhao Zhang +5Cross-Encoder RerankingText Embeddings

    CASIA · Alibaba Group · University of Chinese Academy of Sciences +1

  45. Synthetic Semantic Supervision for Contrastive Code Representation Learning in Small Transformers: An Empirical Study

    Sep 3, 2026Kenneth Paulsen, Florian Tambon, Mike Papadakis +1Text EmbeddingsContrastive Learning

    University of Luxembourg (SnT) · School of Computing, KAIST

  46. Neural-Collapse-guided Task-Free Continual Anomaly Detection

    Sep 3, 2026Xiaotong Kong, Chaoyang Song, Ziai Zhou +3Graph Anomaly DetectionUnsupervised Detection

    Key Laboratory of Measurement and Control of CSE, Ministry of Education, School of Automation, Southeast University, Nanjing 210096, China

  47. CoViT: Instance-Correspondence Contrastive Learning for Vision Transformer

    Sep 1, 2026Yisen Wang, Zhirong Wu, Limin WangSelf-Supervised Vision TransformersVision Transformer

    State Key Laboratory for Novel Software Technology Nanjing University, China

  48. AlphaRAD: Grounded Zero-Shot Classification in Chest Radiology via αα-Corrected Binary Cross Entropy and Factorized Latent Supervision

    Sep 1, 2026Jianzhong You, Yuan Gao, Chris McIntoshChest X-RayMedical Vision-Language Models

    Peter Munk Cardiac Centre, University Health Network (UHN), Toronto, Canada · Ted Rogers Centre for Heart Research, Toronto, Canada · Vector Institute, Toronto, Canada +5

  49. Public-Sharing Labels and Verbatim Field Egress in an MCP-to-A2A Agent Configuration: A Controlled Multi-Model Study

    Sep 1, 2026Arpan Kumar MahapatraModel Context ProtocolAgentic Deployments

  50. Beyond Magnitude: Contrastive Routing for Modular Mixture-of-Experts

    Sep 1, 2026Nikolaos Xiros, Dimitrios Damianos, Maria-Eleni Zoumpoulidi +3Mixture-Of-Experts ArchitecturesMixture-Of-Experts

    Institute for Language and Speech Processing, Athena Research Center, Greece

  51. ViTAMINS: An Empirical Study of Training Self-Supervised Vision Transformers with Synthetic Hard Negatives

    Sep 1, 2026Nikos Giakoumoglou, Andreas Floros, Kleanthis-Marios Papadopoulos +1Self-Supervised Vision TransformersContrastive Learning

    Imperial College London

  52. When Features Become Instances: Inverted Contrastive Learning for Unsupervised Feature Selection

    Sep 1, 2026Utsab Ghosh, Roshni ChakrabortyFeature SelectionUnsupervised

    ABV-Indian Institute of Information Technology and Management, Gwalior, India.

  53. A Unified Mechanistic Analysis of Knowledge- and Safety-Based Refusals

    Sep 1, 2026Yuri Son, Seunghee Kim, Hyuhng Joon Kim +1RefusalsLLM Reasoning Strategies

    1Hanyang University · 2Samsung Electronics

  54. Feed-Forward Multi-view Multi-person Reconstruction with Contrastive Human-Aware 3D Representation

    Sep 1, 2026Yuanwang Yang, Buzhen Huang, Zongxuan Ren +2Avatar ReconstructionCross-View

    College of Intelligence and Computing, Tianjin University, 135 Yaguan Road, Tianjin, 300350, Tianjin, China.

  55. BLARM: Animating 3D Objects from Video via Blending Latent Rigid Motion Primitives

    Aug 31, 2026Pradyumn Goyal, Yizhak Ben-Shabat, Hsueh-Ti Derek Liu +6Structure-From-MotionSkeleton

    Roblox · UMass Amherst · TU Crete

  56. CoJEPA: Combining Contrastive Learning and JEPA for Global-Local Music Representations

    Aug 31, 2026Gabriel Meseguer-Brocal, Yuexuan Kong, Romain HennequinJoint-Embedding Predictive ArchitecturesContrastive Learning

    Deezer Research, Paris, France

  57. Multimodal Adaptive Expert Selection with Text Routing and Ordinal Prototype Optimization for Sentiment Analysis

    Aug 31, 2026Xiaode Chen, Jiakang Yu, Hongtao Deng +3Multimodal Sentiment AnalysisSentiment

    Jianghan University Wuhan, China

  58. Mode Connectivity Beyond Classifiers: Evidence from Generative and Contrastive Models

    Aug 31, 2026Chengzheyi Yao, Yongzhao Zhang, Yongding TianContrastive LearningClassifier

    University of Electronic Science and Technology of China · Delft University of Technology

  59. Counterfactual Contrastive Analysis

    Aug 19, 2026Yunlong He, Pietro GoriContrastive LearningCounterfactual Explanation

    LTCI, Télécom Paris, Institut Polytechnique de Paris, France

  60. Decoupled Contrastive Decoding via Expert-Aligned Drafting

    Aug 13, 2026Zhixuan Liu, Zhichen Dong, Yuanfu Wang +1Contrastive DecodingDrafter

    Shanghai Jiao Tong University · Shanghai Artificial Intelligence Laboratory