Contrastive Learning

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Period ending 2026-09-21

12 new papers

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Period ending 2026-09-14

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Period ending 2026-09-07

16 new papers

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  1. Learning Object Manipulation from Scratch via Contrastive Interaction

    Jun 10, 2026Tongle Shen, Caleb Chuck, Fan Feng +1Real-World Manipulation TasksContrastive

  2. Probabilistic Contrastive Pretraining for Multi-task ADME Property Prediction

    Jun 9, 2026Yifan Xue, Srimukh Prasad Veccham, Saee Paliwal +2Molecular Property PredictionDrug-Drug Interactions

  3. Improving Text-Instance Alignment Of Foreground Conditioned Out-Painting Via Customized Concept Embedding

    Jun 9, 2026Yihao Zhao, Xuan Han, Bin He +1Video-Text AlignmentInpainting

  4. Closing the Modality Gap in Zero-Shot HAR: Contrastive Training and Separability-Optimized Prototypes on IMU Data

    Jun 9, 2026Anik GhoshHuman Activity RecognitionZero-Shot Inference

  5. Perturbative Contrastive Physical Learning

    Jun 8, 2026Kyungeun Kim, Amanuel Anteneh, Israel Klich +2Physics-Informed Machine LearningContrastive Learning

  6. Causal Agent Replay: Counterfactual Attribution for LLM-Agent Failures

    Jun 6, 2026Jaineet ShahLarge Language Model AgentsCounterfactual Reasoning

  7. Implicit Data Synthesis for Contrastive Unsupervised Data Augmentation

    Jun 5, 2026Patrick Kage, Trevor Hedges, N. Siddharth +1Synthetic Data AugmentationSynthetic Samples

  8. CAPE: Contrastive Action-conditioned Parallel Encoding for Embodied Planning

    Jun 5, 2026Cong Chen, Haowen Wang, Zhixiang Zhang +2Classical PlanningPlanning Methods

  9. Contrastive Training with LLM-generated Near-Misses for Robust Code-Switching Speech Recognition

    Jun 5, 2026Tung X. Nguyen, Hieu Minh Truong, Giang Son Nguyen +3Code-SwitchingContrastive Decoding

  10. BCG-FM: A Foundation Model for Ambient Cardiac Health Sensing

    Jun 5, 2026Magnus Ruud Kjaer, Haejun Han, Ashish Neupane +1Electronic Health Record Foundation ModelsSnap-Fm

  11. Lighting-Aware Representation Learning under Controllable Lighting Variation

    Jun 5, 2026Lizhen Zhu, Charantej Reddy Pochimireddy, James Z Wang +1IlluminationLighting

  12. A Cross-view Fusion Framework for Robust 6-DoF Grasp Pose Estimation

    Jun 5, 2026Kangjian Zhu, Haobo Jiang, Jianjun Qian +1Grasp GenerationCross-View

  13. MSAIC-Net: A Multi-Scale Attention and Imbalance-Aware Contrastive Network for ECG-Based Myocardial Substrate Abnormality Detection

    Jun 4, 2026Canyu Lei, Fenglin Zhang, Derek Bivona +5Electrocardiogram ClassificationPediatric-Adult Electrocardiogram Alignment

  14. Learning Emotion-discriminative Representations for Zero-Shot Cross-lingual Speech Emotion Recognition

    Jun 4, 2026Jinyi Mi, Ding Ma, Tomoki TodaEmotion RecognitionContrastive Learning

  15. Diff-CA: Separating Common and Salient Factors with Diffusion Models

    Jun 4, 2026Michaël Soumm, Alexandre Fournier Montgieux, Yunlong He +2Contrastive LearningGenerative Adversarial Network

  16. BRepCLIP: Contrastive Multimodal Pretraining on BRep Primitives for CAD Understanding

    Jun 3, 2026Muhammad Usama, Didier Stricker, Mohammad Sadil Khan +1Computer-Aided DesignMultimodal Contrastive Learning

  17. Robust Scene Transfer for PointGoal Navigation via Privileged Sensor Guided Contrastive Learning

    Jun 3, 2026Amirhossein Zhalehmehrabi, Tiziano Tezze, Alberto Castelini +1Object Goal NavigationLight Detection And Ranging

  18. Synthetic Contrastive Reasoning for Multi-Table Q&A

    Jun 3, 2026Ankit Pratap Singh, Xin Su, Phillip HowardTable Reasoning DatasetsContrastive Learning

  19. Beyond Text Following: Repairable Arbitration Reversals in Audio-Language Models

    Jun 3, 2026Yichen Gao, Yiqun Zhang, Zijing Wang +7Large Audio Language ModelsTraining Language Models

  20. MaCo-GAN: Manifold-Contrastive Adversarial Learning for Single Image Super-Resolution

    Jun 3, 2026Daeyoung Han, Seongmin Hwang, Moongu JeonDual-Domain Equivariant Generative Adversarial NetworkGenerative Adversarial Network

  21. Contrastive Learning and Correlation Clustering for Sequences of Network Telescope Data

    Jun 3, 2026Jannik Presberger, Alexander Männel, Maynard Koch +3Network TrafficContrastive Learning

  22. Motion-Guided Causal Disentanglement for Robust Multi-View Cine Cardiac MRI Diagnosis

    Jun 3, 2026Chuankai Xu, Cristiane De Carvalho Singulane, Mohammad Abuannadi +10Cardiac Magnetic Resonance ImagingWhole-Heart Segmentation

  23. Physics-Informed Neural Network Modeling of Biodegradable Contaminant Transport through GCL/SL Composite Liners

    Jun 3, 2026Dong Li, Yapeng Cao, Haiping Zhao +1Conventional Physics-Informed Neural NetworksAdvection-Reaction-Diffusion

  24. The Loss Is Not Enough: Sampling Conditions and Inductive Bias in Contrastive Representation Learning

    Jun 2, 2026Justinas Zaliaduonis, Patrick Putzky, Till Richter +1Contrastive LearningLatent Cluster Geometry

  25. KODA: Contrastive Representation Comparison and Alignment for Vision-Language Foundation Models

    Jun 2, 2026Youqi Wu, Mohammad Jalali, Farzan FarniaVision-LanguageContrastive

  26. ConTraIRL: Factorized Contrastive Abstractions for Transferable IRL

    Jun 2, 2026Yikang Gui, Bikramjit Banerjee, Prashant DoshiEntropy Regularized Reinforcement LearningContrastive Learning

  27. CoughSense: Five-Class Respiratory Disease Classification via Whisper Encoder Fine-Tuning and Dual-Encoder Cross-Attention Fusion with Balanced Contrastive Learning

    Jun 2, 2026Nikhil VincentRespiratory Sound ClassificationContrastive Learning

  28. A Doeblin-Anchored Contrastive Chart for Learning Markov Transition Kernels

    Jun 1, 2026Ao XuMarkovTransitions

  29. G2LoRA: Gradient Orthogonal Low-Rank Adaptation Framework for Graph Continual Learning on Text-Attributed Graphs

    Jun 1, 2026Yuhan Wang, Yibo Ding, Yutong Ye +4Efficient Continual LearningVideo-Text Alignment

  30. A Theoretical Framework for Self-Play Theorem Proving Algorithms

    Jun 1, 2026Thomas Chen, Zhiyuan LiTheoremSelf-Play

  31. CL-DMDF:Dynamic Multimodal Data Fusion Model Based on Contrastive Learning

    Jun 1, 2026Dong Li, Lingling Zhang, Binghao Han +2Multimodal FusionContrastive Learning

  32. Paving the Way for Point Cloud Video Representation Learning Using A PDE Model

    Jun 1, 2026Zhuoxu Huang, Zhenkun Fan, Jungong Han +1Spatiotemporal RepresentationsSpatio-Temporal Correlations

  33. Semantic Retrieval for Product Search in E-Commerce

    May 31, 2026Nikhil Kothari, Saksham Samdani, Ritam Mallick +3ProductsE-Commerce

  34. Beyond Topical Similarity: Contrastive Evidence Retrieval with Interpretable Attention Alignment in RAG

    May 31, 2026Francielle Vargas, João Robiatti, Diego Alves +6RationalesRelation-Conditioned Evidence Encoder

  35. HOLA: Holistic Multi-Modal Alignment for Open-Set 3D Recognition

    May 31, 2026Koby Aharonov, Oren Shrout, Ayellet Tal3D Scene UnderstandingMultimodal Alignment

  36. A Multiscale Network with Supervised Contrastive Learning for Real-Time Facial Emotion Recognition

    May 31, 2026Rejoy Chakraborty, Archisman Adhikary, Chayan Halder +3Facial Expression RecognitionParticular Emotion-Aware Response

  37. FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection

    May 30, 2026Shan Zhang, Yongxin He, Mingming Zhang +2Synthetic Image DetectionContrastive Learning

  38. When Softmax Fails at the Top: Extreme Value Corrections for InfoNCE

    May 29, 2026Melihcan Erol, Suat Evren, Oktay Ozel +3Contrastive LearningLearning-Augmented Algorithms

  39. Learning from Fine-Grained Visual Discrepancies: Mitigating Multimodal Hallucinations via In-Context Visual Contrastive Optimization

    May 29, 2026Haolin Deng, Xin Zou, Zhiwei Jin +3Large Language Model HallucinationContrastive Learning

  40. Survival Reinforcement Learning: Toward Scalable Self-Supervised RL

    May 29, 2026Franki Nguimatsia-Tiofack, Fabian Schramm, Théotime Le Hellard +1Deep Reinforcement LearningScalable Robot Learning

  41. OSCS-SupCon: Orthogonal Sigmoid-based Common and Style Supervised Contrastive Learning for Robust Feature Disentanglement

    May 29, 2026Bin Wang, Fadi DornaikaContrastive LossContrastive Learning

  42. Density-Guided Robust Counterfactual Explanations on Tabular Data under Model Multiplicity

    May 29, 2026Jun Tan, Qing Guo, Zicheng Xu +3Counterfactual ExplanationDensity Ratio Estimation

  43. Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion Models

    May 28, 2026Jaa-Yeon Lee, Yeobin Hong, Taesung Kwon +1Text-To-Image Diffusion ModelsVideo-Text Alignment

  44. A Triple-Modal Contrastive Learning Framework with Sequence, Graph, and 3D Features for Drug-Target Interaction Prediction

    May 28, 2026Le Xu, Xi Zhang, Dan Luo +2Contrastive LearningFeature Extraction

  45. OVA-IB: One vs All Information Bottleneck for Multi-Modal Alignment

    May 28, 2026Tianchao Li, Shujian Yu, Xinrui Zu +4Multimodal AlignmentModality Alignment

  46. DELOS: Detecting Shallow Transits in Kepler Photometry Using a Contrastive-Learning Framework

    May 28, 2026Qingtian Liu, Jian Ge, XingChen Yan +4Exoplanet AtmospheresPhase-Folded Light Curves

  47. TRACER: Persistent Regularization for Robust Multimodal Finetuning

    May 28, 2026Hesam Asadollahzadeh, Feng Liu, Christopher Leckie +1Chain-Of-Thought DistillationMultimodal Pretraining

  48. CORE: Contrastive Reflection Enables Rapid Improvements in Reasoning

    May 27, 2026Linas Nasvytis, Simon Jerome Han, Ben Prystawski +3ContrastiveReasoning Failures

  49. Utility-Aware Multimodal Contrastive Learning for Product Image Generation

    May 27, 2026Xiaohang Feng, Yiling XieMultimodal GenerationMultimodal Contrastive Learning

  50. Bayesian Gated Non-Negative Contrastive Learning

    May 27, 2026Peng Cui, Jiahao Zhang, Lijie HuContrastive LearningLatent Representation

  51. Teacher-Student Representational Alignment for Reinforcement Learning-Driven Imitation Learning

    May 27, 2026Meraj Mammadov, Pedro Zuidberg Dos Martires, Johannes Andreas StorkImitation LearningImitation

  52. PromptEmbedder: Efficient and Transferable Text Embedding via Dual-LLM Soft Prompting

    May 27, 2026Yu-Che Tsai, Kuan-Yu Chen, Yuan-Hao Chen +4Large Language Model BackbonesContrastive Learning

  53. MATCHA: Matching Text via Contrastive Semantic Alignment

    May 26, 2026Siran Li, Ece Sena Etoglu, Carsten Eickhoff +1Geo-Contextual AlignmentLegal Natural Language Processing Benchmarks

  54. Gemini Embedding 2: A Native Multimodal Embedding Model from Gemini

    May 26, 2026Madhuri Shanbhogue, Zhe Li, Shanfeng Zhang +86Multimodal EmbeddingsMultimodal Retrieval

  55. Semi-Supervised Gaze Estimation via Disentangled Subspace Contrastive Learning

    May 26, 2026Qida Tan, Hongyu Yang, Wenchao DuGaze Target EstimationGaze

  56. Learning Energy-Based Models from Stochastic Interpolants using Spatiotemporal Differences

    May 26, 2026Hanlin Yu, RuiKang OuYang, Partha Kaushik +3Discrete Diffusion ModelContrastive Learning

  57. Geometry-Aware Contrastive Learning for Few-Shot Automatic Modulation Recognition

    May 26, 2026Guanqun Zhao, Yitong Liu, Jiaxuan Fang +2Automatic Modulation ClassificationContrastive Learning

  58. StreamSplit: Continuous Audio Representation Learning via Uncertainty-Guided Adaptive Splitting

    May 26, 2026Minh K. Quan, Pubudu N. PathiranaAudio LatentReal-Time Inference

  59. CoCoVideo: The High-Quality Commercial-Model-Based Contrastive Benchmark for AI-Generated Video Detection

    May 26, 2026Huidong Feng, Wentao Chen, Jie Chen +5Deepfake DetectionMachine-Generated Text Detection

  60. Checking Fact with Better Retrieval: Dynamic Contrastive Learning for Evidence Retrieval

    May 24, 2026Zhongtian Hua, Yi Luo, Meijia Yu +1Multilingual Fact-CheckingMultimodal Retrieval