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. CoLVR: Enhancing Exploratory Latent Visual Reasoning via Contrastive Optimization

    May 9, 2026Ziyang Ding, Linjian Meng, Yiming Wu +3Latent Visual ReasoningVisual Reasoning

    Shandong University · Shanghai AI Laboratory · Nanjing University +1

  2. MoMo: Conditioned Contrastive Representation Learning for Preference-Modulated Planning

    May 8, 2026Yusuf Syed, Viraj Parimi, Brian WilliamsAction-Conditioned PlanningPlanning

    Massachusetts Institute of Technology

  3. Multi-Level Graph Attention Network Contrastive Learning for Knowledge-Aware Recommendation

    May 8, 2026Zhifei Hu, Feng XiaKnowledge Graph EmbeddingsGraph Neural Networks

    Durham University, Durham, United Kingdom · University of Sheffield, Sheffield, United Kingdom

  4. A Refined Generalization Analysis for Extreme Multi-class Supervised Contrastive Representation Learning

    May 8, 2026Nong Minh Hieu, Antoine LedentMulticlass ClassificationContrastive Learning

    School of Computing and Information Systems, Singapore Management University.

  5. EditTransfer++: Toward Faithful and Efficient Visual-Prompt-Guided Image Editing

    May 8, 2026Lan Chen, Qi Mao, Yiren Song +2Diffusion-Based Image EditingImage Editing

    School of Information and Communication Engineering and the State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing 100024, China · ShowLab, National University of Singapore, 119077, Singapore · State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University, Beijing 100871, China

  6. eXplaining to Learn (eX2L): Regularization Using Contrastive Visual Explanation Pairs for Distribution Shifts

    May 7, 2026Paulo Mario P. Medina, Jose Marie Antonio Miñoza, Sebastian C. IbañezDistribution ShiftsContrastive Learning

    Center for AI Research

  7. Contrastive Identification and Generation in the Limit

    May 7, 2026Xiaoyu Li, Andi Han, Jiaojiao Jiang +1Contrastive LearningAdversarial Corruption

    University of New South Wales · University of Sydney

  8. CoMemNet: Contrastive Sampling with Memory Replay Network for Continual Traffic Prediction

    May 7, 2026Mei Wu, Wenchao Weng, Wenxin Su +2Accurate Traffic ForecastingTemporal Graph Neural Networks

    College of Computer Science, Shanghai Jiao Tong University, Shanghai 200240, China · College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, China · School of Automation, Nanjing University of Science and Technology, Nanjing 210094, China

  9. Chaotic Contrastive Learning for Robust Texture Classification

    May 6, 2026Joao B FlorindoConvolutional Neural NetworksImage Classification

    Institute of Mathematics, Statistics and Scientific Computing of the University of Campinas, Rua Sergio Buarque de Holanda, 651, Campinas, 13083-859, Sao Paulo, Brazil

  10. Vol-Mark: A Watermark for 3D Medical Volume Data Via Cubic Difference Expansion and Contrastive Learning

    May 6, 2026Jiangnan Zhu, Yuntao Wang, Shengli Pan +1Watermarks3D Medical Image Segmentation

    Kyushu University, Fukuoka, Japan · The University of Electro-Communications, Tokyo, Japan · Beijing University of Posts and Telecommunications, Beijing, China

  11. PHALAR: Phasors for Learned Musical Audio Representations

    May 5, 2026Davide Marincione, Michele Mancusi, Giorgio Strano +4Music Structure AnalysisGlobal Average Pooling

    Department of Computer Science, Sapienza University of Rome, Italy · Moises Systems, Inc. · Paradigma, Inc.

  12. Toward Structural Multimodal Representations: Specialization, Selection, and Sparsification via Mixture-of-Experts

    May 5, 2026Hahyeon Choi, Nojun KwakMultimodal RepresentationsSparsity

    Seoul National University, Seoul, South Korea.

  13. Contrastive Regularization for Accent-Robust ASR

    May 5, 2026Van-Phat Thai, Aradhya Dhruv, Duc-Thinh Pham +1Contrastive LearningContrastive Loss

    Air Traffic Management Research Institute, Nanyang Technological University, Singapore · Center of AI Research, VinUniversity, Vietnam

  14. Adaptive Negative Scheduling for Graph Contrastive Learning

    May 4, 2026Adnan Ali, Jinlong Li, Syed Muhammad Israr +1Graph Representation LearningContrastive Learning

    School of Computer Science and Technology, University of Science and Technology of China, Hefei, China

  15. SIAM: Head and Brain MRI Segmentation from Few High-Quality Templates via Synthetic Training

    May 4, 2026Romain Valabregue, Ines Khemir, Eric Badinet +3Segment Anything ModelSynthetic Training Data

    Sorbonne Universit´e, Institut du Cerveau - Paris Brain Institute ICM, CNRS, Inria, Inserm, AP-HP, Hˆopital de la Piti´e Salpˆetri`ere, F-75013, Paris, France · IMT Atlantique, LaTIM INSERM U1101, Brest, France · Aix-Marseille Universit´e, CNRS, Institut de Neurosciences de la Timone, UMR 7289, Marseille, France

  16. PC-MNet: Dual-Level Congruity Modeling for Multimodal Sarcasm Detection via Polarity-Modulated Attention

    May 4, 2026Maoheng Li, Ling Zhou, Xiaohua Huang +3HumorCross-Modal Conflicts

    School of Computer Science and Engineering, Macau University of Science and Technology, Macao SAR 999078, China · Oulu School, Nanjing Institute of Technology, Nanjing 210096, China · School of Computer Science and Engineering, Macau University of Science and Technology, Macao SAR 999078, China, and also with the Macau University of Science and Technology Zhuhai MUST Science and Technology Research Institute, Zhuhai 519099, China +2

  17. Ultrasound Vision-Language Alignment via Contrastive Learning

    May 4, 2026Zhuoyang Lyu, Yiyang Zhang, Tongxin Wang +1UltrasoundVision-Language Alignment

    Department of Biostatistics Harvard T. H. Chan School of Public Health Boston, MA, USA

  18. Statistical Consistency and Generalization of Contrastive Representation Learning

    May 4, 2026Yuanfan Li, Xiyuan Wei, Tianbao Yang +1Contrastive LearningGeneralization Bounds

    University of Sydney · 2Texas A&M University

  19. ProtoFair: Fair Self-Supervised Contrastive Learning via Pseudo-Counterfactual Pairs

    May 3, 2026Marah Halawa, Olaf HellwichContrastive LossContrastive Learning

    Technische Universität Berlin

  20. Repurposing and Evaluating the (In)Feasibility of Dataset Poisoning enabled Watermarking for Contrastive Learning

    May 3, 2026Zhiyang Dai, Yansong Gao, Boyu Kuang +5Contrastive LearningWatermarking

    School of Cyber Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · University of Western Australia, Perth, Australia · College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China +3

  21. Rethinking Explanations: Formalizing Contrast in Description Logics

    May 2, 2026Yasir Mahmood, Arnab Sharma, Axel-Cyrille Ngonga Ngomo +1Explainable AI MethodsAxiom

    Data Science Group, Heinz Nixdorf Institute, Paderborn University Germany

  22. Focus on the Core: Empowering Diffusion Large Language Models by Self-Contrast

    May 2, 2026Jinyuan Feng, Xin Yu, Yiqun Chen +5Diffusion Language ModelsLarge Language Model Decoding

    Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences · Renmin University of China +1

  23. CEZSAR: A Contrastive Embedding Method for Zero-Shot Action Recognition

    May 1, 2026Valter Estevam, Rayson Laroca, Helio Pedrini +1Open-Vocabulary Action RecognitionContrastive Learning

    Federal Institute of Paraná, Irati, Brasil · Federal University of Paraná, Curitiba, Brasil · Pontifical Catholic University of Paraná, Curitiba, Brasil +1

  24. Label-Conditioned Cross-Modal Fusion for Adult-to-Pediatric ECG Transfer via Curriculum-Gated Contrastive Alignment

    May 1, 2026Xinran Liu, Yuwen Li, Hongxiang Gao +4Adult-To-Pediatric Electrocardiogram TransferContrastive Alignment

    School of Instrument Science and Engineering, Southeast University, Nanjing 210096, Nanjing, China · Nanjing Medical University, Nanjing 211166, Nanjing, China · Zhengzhou University, Zhengzhou 450001, Zhengzhou, China

  25. UHR-Net: An Uncertainty-Aware Hypergraph Refinement Network for Medical Image Segmentation

    Apr 30, 2026Shuokun Cheng, Jinghao Shi, Kun SunLesion SegmentationU-Net

    School of Computer Sciences, China University of Geosciences (Wuhan), Wuhan 430074, Hubei, China

  26. TwinGate: Stateful Defense against Decompositional Jailbreaks in Untraceable Traffic via Asymmetric Contrastive Learning

    Apr 30, 2026Bowen Sun, Chaozhuo Li, Yaodong Yang +2Large Language Model JailbreaksJailbreak Success Rates

    Johns Hopkins University · Microsoft Research Asia · Peking University +1

  27. ZAYAN: Disentangled Contrastive Transformer for Tabular Remote Sensing Data

    Apr 30, 2026Al Zadid Sultan Bin Habib, Tanpia Tasnim, Md. Ekramul Islam +1Tabular LearningRemote Sensing

    Lane Dept. of Computer Science and Electrical Engineering* and Dept. of Geology & Geography+, West Virginia University, Morgantown, WV 26506, USA · Department of Computer Science and Engineering, Green University of Bangladesh, Narayanganj-1461, Bangladesh · Department of Computer Science and Engineering, Stamford University Bangladesh, Dhaka-1217, Bangladesh

  28. A Gated Hybrid Contrastive Collaborative Filtering Recommendation

    Apr 29, 2026Eduardo Ferreira da Silva, Mayki dos Santos Oliveira, Joel Machado Pires +6Collaborative FilteringRecommendation

    Institute of Computing, Federal University of Bahia, Salvador, Bahia, Brazil. · Department of Electrical and Computer Engineering, Western University, London, Ontario, Canada.

  29. Cheeger--Hodge Contrastive Learning for Structurally Robust Graph Representation Learning

    Apr 29, 2026Mengyang Zhao, Longlong Li, Cunquan QuGraph Representation LearningContrastive Learning

    School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371, Singapore · Data Science Institute, Shandong University, Jinan 250100, China

  30. Similarity Choice and Negative Scaling in Supervised Contrastive Learning for Deepfake Audio Detection

    Apr 28, 2026Jaskirat Sudan, Hashim Ali, Surya Subramani +1Audio Deepfake DetectionWav2Vec

    1CECS, University of Michigan, Dearborn, USA

  31. Progressing beyond Art Masterpieces or Touristic Clichés: how to assess your LLMs for cultural alignment?

    Apr 28, 2026António Branco, João Silva, Nuno Marques +10Cultural AwarenessLarge Language Model Alignment

    †University of Lisbon · ‡University of Beira Interior

  32. DualGeo: A Dual-View Framework for Worldwide Image Geo-localization

    Apr 28, 2026Junchao Cui, Wenqi Shi, Shaoyong Du +4Cross-View Geo-LocalizationContrastive Learning

    Henan Key Laboratory of Cyberspace Situation Awareness, Zhengzhou, China · Information Engineering University, Zhengzhou, China

  33. SparseContrast: Dynamic Sparse Attention for Efficient and Accurate Contrastive Learning in Medical Imaging

    Apr 27, 2026Paarth Prasad, Ruchika MalhotraMedical ImagingChest X-Ray

    Department of Software Engineering, Delhi Technological University

  34. CLLAP: Contrastive Learning-based LiDAR-Augmented Pretraining for Enhanced Radar-Camera Fusion

    Apr 27, 2026Bingyi Liu, Chuanhui Zhu, Hongfei Xue +53D Object DetectionTwo-Dimensional Light Detection And Ranging

    Wuhan University of Technology · University of North Carolina at Charlotte · The Hong Kong Polytechnic University +2

  35. Robust Audio-Text Retrieval via Cross-Modal Attention and Hybrid Loss

    Apr 25, 2026Meizhu Liu, Matthew Rowe, Amit Agarwal +8Text-To-AudioCross-Modal Attention

  36. Contrastive Learning for Multimodal Human Activity Recognition with Limited Labeled Data

    Apr 25, 2026Long Jing, Zhixiong Yang, Yajun Zhang +1Human Activity RecognitionContrastive Learning

    College of Computer Science, Northwest University, Xi’an, China · Xinjiang University, Urumqi, China

  37. Breaking Lock-In: Preserving Steerability under Low-Data VLA Post-Training

    Apr 25, 2026Suning Huang, Jiaqi Shao, Ke Wang +5Generalist Vision--Language--ActionFrozen Vision-Language Models

    Stanford University

  38. On the Properties of Feature Attribution for Supervised Contrastive Learning

    Apr 24, 2026Leonardo Arrighi, Julia Eva Belloni, Aurélie Gallet +3Contrastive LearningGradient-Weighted Class Activation Mapping

    University of Trieste, Trieste, Italy · University of Groningen, Groningen, the Netherlands · University of Amsterdam, Amsterdam, the Netherlands +3

  39. CGC: Compositional Grounded Contrast for Fine-Grained Multi-Image Understanding

    Apr 24, 2026Lihao Zheng, Zhenwei Shao, Yu Zhou +5Fine-Grained PerceptionMultimodal Large Language Models

    School of Computer Science and Technology, Hangzhou Dianzi University · Base Model, Li Auto

  40. Contrastive Semantic Projection: Faithful Neuron Labeling with Contrastive Examples

    Apr 24, 2026Oussama Bouanani, Jim Berend, Wojciech Samek +2Contrastive LearningNeurons

    Fraunhofer Heinrich Hertz Institute, Berlin, Germany · Technische Universität Berlin, Berlin, Germany · BIFOLD – Berlin Institute for the Foundations of Learning and Data, Berlin, Germany +1

  41. Selective Contrastive Learning For Gloss Free Sign Language Translation

    Apr 24, 2026Changhao Lai, Rui Zhao, Xuewen Zhong +2Gloss-Free Sign Language TranslationSign Language Translation

    School of Informatics, Xiamen University, China · 2Key Lab of Digital Protection and Intelligent Processing of Intangible Cultural Heritage of Fujian-Taiwan (XMU), Ministry of Culture and Tourism, China · 3National Language Resources Monitoring and Research Center for Education and Teaching Media, Xiamen University, China

  42. ReCast: Recasting Learning Signals for Reinforcement Learning in Generative Recommendation

    Apr 24, 2026Peiyan Zhang, Hanmo Liu, Chengxuan Tong +3Sequential RecommendationGroup-Based Reinforcement Learning

    1Huawei Technologies Co., Ltd.

  43. CCTVBench: Contrastive Consistency Traffic VideoQA Benchmark for Multimodal LLMs

    Apr 22, 2026Xingcheng Zhou, Hao Guo, Rui Song +5TrafficCounterfactuals

    Technical University of Munich · University of California, Los Angeles

  44. Domain-Aware Hierarchical Contrastive Learning for Semi-Supervised Generalization Fault Diagnosis

    Apr 22, 2026Junyu Ren, Wensheng Gan, Philip S YuMultimodal Domain GeneralizationFault Diagnosis

    College of Cyber Security, Jinan University, Guangzhou 510632, China · Department of Computer Science, University of Illinois Chicago, Chicago, USA

  45. Structure-guided molecular design with contrastive 3D protein-ligand learning

    Apr 21, 2026Carles Navarro, Philipp Tholke, Gianni de FabritiisMolecular DesignContrastive Learning

    Acellera Labs, C/ Doctor Trueta 183, 08005 Barcelona, Spain · Computational Science Laboratory, Universitat Pompeu Fabra, PRBB, C/ Doctor Aiguader 88, 08003 Barcelona, Spain · Instituci´o Catalana de Recerca i Estudis Avan¸cats (ICREA), Passeig Llu´ıs Companys 23, 08010 Barcelona, Spain

  46. Deep Supervised Contrastive Learning of Pitch Contours for Robust Pitch Accent Classification in Seoul Korean

    Apr 21, 2026Hyunjung Joo, GyeongTaek LeeContrastive Learning

    Department of Linguistics, Rutgers University · Hanyang Institute for Phonetics and Cognitive Sciences of Language (HIPCS) · Department of Smart Factory, Gachon University

  47. TACENR: Task-Agnostic Contrastive Explanations for Node Representations

    Apr 21, 2026Vasiliki Papanikou, Evaggelia PitouraGraph Representation LearningExplainable AI Methods

    University of Ioannina, Greece · Archimedes/Athena Research Center, Greece

  48. Mix and Match: Context Pairing for Scalable Topic-Controlled Educational Summarisation

    Apr 20, 2026Nathikan Yodthapa, Thanapong Intharah, Sahan BulathwelaSummarizationData Augmentation

    Visual Intelligence Laboratory, Department of Statistics, Faculty of Science, Khon Kaen University, Khon Kaen 40002, Thailand · Centre for Artificial Intelligence, Department of Computer Science, University College London, London WC1E 6BT, The United Kingdom

  49. Modeling Human Perspectives with Socio-Demographic Representations

    Apr 20, 2026Leixin Zhang, Cagri ColtekinHuman AnnotatorsDemographics

    University of Tübingen

  50. ContraPrompt: Contrastive Prompt Optimization via Dyadic Reasoning Trace Analysis

    Apr 20, 2026Rishav Rishav, Pushpak Pujari, Pushpendre RastogiPrompt OptimizationReasoning Traces

    Vizops AI

  51. Beyond Binary Contrast: Modeling Continuous Skeleton Action Spaces with Transitional Anchors

    Apr 20, 2026Yingjie Feng, Yi Wang, Jiaze Wang +2Skeleton-Based Action RecognitionLatent Motion

    Harbin Institute of Technology, Shenzhen · Central South University · FitX Technology (Hong Kong) Limited

  52. LoReC: Rethinking Large Language Models for Graph Data Analysis

    Apr 20, 2026Hongyu Zhan, Qixin Wang, Yusen Tan +6Graph RepresentationsFeed-Forward

    The Hong Kong University of Science and Technology (Guangzhou) · Tongji University · Westlake University +2

  53. DIRCR: Dual-Inference Rule-Contrastive Reasoning for Solving RAVENs

    Apr 19, 2026Jiachen Zhang, Chengtai Li, Jianfeng Ren +3Visual ReasoningContrastive Learning

    School of Artificial Intelligence, Shenzhen University, China · School of Computer Science, University of Nottingham Ningbo China, China · Nottingham Ningbo China Beacons of Excellence Research and Innovation Institute, China

  54. Contrastive Analysis of Linguistic Representations in Large Language Model Outputs through Structured Synthetic Data Generation and Abstracted N-gram Associations

    Apr 19, 2026S. A. Desimone, L. Alonso AlemanyLinguisticsLarge Language Model Bias

    Universidad Nacional de C´ordoba · CONICET

  55. TeMuDance: Contrastive Alignment-Based Textual Control for Music-Driven Dance Generation

    Apr 18, 2026Xinran Liu, Diptesh Kanojia, Wenwu Wang +1High-Fidelity Conditional GenerationText Analysis and Detection

    University of Surrey, Guildford, Surrey, UK · 2Jiangnan University, Wuxi, Jiangsu, China

  56. OC-Distill: Ontology-aware Contrastive Learning with Cross-Modal Distillation for ICU Risk Prediction

    Apr 18, 2026Zhongyuan Liang, Junhyung Jo, Hyang-Jung Lee +2Cross-Modal DistillationInternational Classification Of Disease Coding

    Computational Precision Health UC Berkeley, UCSF · Samsung Advanced Institute of Technology (SAIT) · Computational Precision Health UC Berkeley, UCSF[cs.LG]

  57. Joint-Centric Dual Contrastive Alignment with Structure-Preserving and Information-Balanced Regularization

    Apr 17, 2026Habibeh Naderi, Behrouz Haji Soleimani, Stan MatwinContrastive AlignmentCross-Modal Attention

    Dalhousie University, Halifax NS, Canada

  58. LLMSniffer: Detecting LLM-Generated Code via GraphCodeBERT and Supervised Contrastive Learning

    Apr 17, 2026Mahir Labib Dihan, Abir MuhtasimCode QualityMachine-Generated Text Detection

    Department of Computer Science and Engineering Bangladesh University of Engineering and Technology (BUET) Dhaka, Bangladesh

  59. IA-CLAHE: Image-Adaptive Clip Limit Estimation for CLAHE

    Apr 17, 2026Rikuto Otsuka, Yuho Shoji, Yuka Ogino +2Adaptive Histogram EqualizationContrastive Learning

    NEC Corporation

  60. SCHK-HTC: Sibling Contrastive Learning with Hierarchical Knowledge-Aware Prompt Tuning for Hierarchical Text Classification

    Apr 17, 2026Ke Xiong, Qian Wu, Wangjie Gan +2Few-Shot LearningLarge Language Model Classification

    School of Software Technology, Zhejiang University, China · NetEase Yidun AI Lab, Hangzhou, China