Contrastive Learning

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Period ending 2026-09-21

12 new papers

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Period ending 2026-09-14

7 new papers

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Period ending 2026-09-07

16 new papers

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396 papers

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  1. SemConFlow: Semantic Grounding of Holistic Co-Speech Gesture Generation with Contrastive Flow-Matching

    Mar 27, 2026Lanmiao Liu, Esam Ghaleb, Aslı Özyürek +1Co-Speech Gesture GenerationContrastive Alignment

  2. Contrastive Conformal Sets

    Mar 27, 2026Yahya Alkhatib, Wee Peng TayContrastive LearningConformal Prediction

  3. MCLMR: A Model-Agnostic Causal Learning Framework for Multi-Behavior Recommendation

    Mar 26, 2026Ranxu Zhang, Junjie Meng, Ying Sun +5Multimodal RecommendationStructural Causal Model

  4. FCL-COD: Weakly Supervised Camouflaged Object Detection with Frequency-aware and Contrastive Learning

    Mar 24, 2026Jingchen Ni, Quan Zhang, Dan Jiang +3Camouflaged Object DetectionContrastive Learning

  5. WikiCLIP: An Efficient Contrastive Baseline for Open-domain Visual Entity Recognition

    Mar 10, 2026Shan Ning, Longtian Qiu, Jiaxuan Sun +1Contrastive Learning

  6. Cross-Sectional Asset Retrieval via Future-Aligned Soft Contrastive Learning

    Feb 11, 2026Hyeongmin Lee, Chanyeol Choi, Jihoon Kwon +8MarketContrastive Learning

  7. Enhancing IMU-Based Online Handwriting Recognition via Contrastive Learning with Zero Inference Overhead

    Feb 4, 2026Jindong Li, Dario Zanca, Vincent Christlein +4Handwritten Text RecognitionHandwriting

  8. Cross-Modal Visuo-Tactile Representation Learning with Action Chunking Transformers for Contact-Rich Manipulation

    Jan 31, 2026Yaohua Liu, Rong Fu, Amir H. Gandomi +2Contact-Rich ManipulationGripper

  9. Comparison of Image Processing Models in Quark Gluon Jet Classification

    Jan 29, 2026Daeun Kim, Jaeyoon Cho, Jiwon Lee +5SwinHigh Energy Physics

  10. The Geometric Mechanics of Contrastive Representation Learning: Alignment Potentials, Entropic Dispersion, and Cross-modal Divergence

    Jan 27, 2026Yichao Cai, Zhen Zhang, Yuhang Liu +1Multimodal Contrastive LearningContrastive Learning

  11. SITA: Learning Speaker-Invariant and Tone-Aware Speech Representations for Low-Resource Tonal Languages

    Jan 14, 2026Tianyi Xu, Xuan Ouyang, Binwei Yao +4Discrete Speech RepresentationsLow-Resource Languages

  12. DualHNIE: Dual-Channel Hypergraph Learning for Node Importance Estimation in Heterogeneous Knowledge Graphs

    Dec 13, 2025Jiawen Chen, Yanyan He, Qi Shao +4HypergraphsKnowledge Graphs

  13. Weighted Contrastive Learning for Anomaly-Aware Time-Series Forecasting

    Dec 8, 2025Joel Ekstrand, Tor Mattsson, Zahra Taghiyarrenani +3Time-Series Anomaly DetectionContrastive Learning

  14. FDRMFL: Multimodal Federated Feature Extraction Model Based on Information Maximization and Contrastive Learning

    Nov 30, 2025Haozhe WuCross-Modal LearningContrastive Learning

  15. Pre-train to Gain: Robust Learning Without Clean Labels

    Nov 25, 2025David Szczecina, Nicholas Pellegrino, Paul FieguthNoisy LabelsSelf-Supervised

  16. Revisiting Audio-language Pretraining for Learning General-purpose Audio Representation

    Nov 20, 2025Wei-Cheng Tseng, Xuanru Zhou, Mingyue Huo +3Audio LatentAudio Representation

  17. Silence is Golden: Mitigating Hallucinations in Large Audio-Language Models via Layer-Weighted Vector Steering

    Oct 14, 2025Tsung-En Lin, Kuan-Yi Lee, Hung-Yi LeeLarge Audio Language ModelsHallucinations

  18. Provable Affine Identifiability of Nonlinear CCA under Latent Distributional Priors

    Oct 6, 2025Zhiwei Han, Stefan Matthes, Hao ShenIndependent Component AnalysisIdentifiability

  19. Symmetry-Aware Transformer Training for Automated Planning

    Aug 11, 2025Markus Fritzsche, Elliot Gestrin, Jendrik SeippClassical PlanningTransformer Architectures

  20. SynSeg: Feature Synergy for Multi-Category Contrastive Learning in End-to-End Open-Vocabulary Semantic Segmentation

    Aug 8, 2025Weichen Zhang, Kebin Liu, Fan Dang +3Weak SupervisionContrastive Learning

  21. Contrastive Conditional-Unconditional Alignment for Long-tailed Diffusion Model

    Jul 11, 2025Fang Chen, Alex Villa, Gongbo Liang +3Discrete Diffusion ModelContrastive Alignment

  22. Divergence-Based Similarity Function for Multi-View Contrastive Learning

    Jul 9, 2025Jaehyoung Jeon, Cheolsu Lim, Myungjoo KangContrastive LearningMulti-View

  23. ELBO-T2IAlign: A Generic ELBO-Based Method for Calibrating Pixel-level Text-Image Alignment in Diffusion Models

    Jun 11, 2025Qin Zhou, Zhiyang Zhang, Jinglong Wang +5Video-Text AlignmentText-To-Image Diffusion Models

  24. Multimodal Representation Alignment for Cross-modal Information Retrieval

    Jun 10, 2025Fan Xu, Luis A. LeivaMultimodal AlignmentMultimodal Retrieval

  25. FOCAL: Fine-Grained Optimal-Transport-Driven Contrastive Alignment of Language and ECGs with Waveform Enhancement

    May 17, 2025Haitao Li, Che Liu, Zhengyao Ding +3Electrocardiogram ClassificationContrastive Alignment

  26. MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation

    Apr 7, 2025Rayan Merghani Ahmed, Adnan Iltaf, Mohamed Elmanna +5Coronary AngiographyU-Net

  27. FORGE: Forensic Reasoning with Grounded Evidence

    Mar 20, 2025Rohit Kundu, Shan Jia, Vishal Mohanty +2Explainable Deepfake DetectionDigital Forensics

  28. Mantis: Lightweight Foundation Model for Time Series Classification

    Feb 21, 2025Vasilii Feofanov, Songkang Wen, Shifeng Xie +10Time Series Foundation ModelsTime-Series Classification

  29. Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments

    Dec 18, 2024Mingjian Li, Mingyuan Meng, Shuchang Ye +4Few-Shot Medical Image SegmentationMedical Image Segmentation

  30. ContrastiveCFG: Guiding Diffusion Sampling by Contrasting Positive and Negative Concepts

    Nov 26, 2024Jinho Chang, Changsun Lee, Hyungjin Chung +1Diffusion SamplingContrastive Loss

  31. Contrastive Deep Learning Reveals Age Biomarkers in Histopathological Skin Biopsies

    Nov 25, 2024Kaustubh Chakradeo, Pernille Nielsen, Lise Mette Rahbek Gjerdrum +5BiomarkerDeep Learning

  32. SynCo: Synthetic Hard Negatives for Contrastive Visual Representation Learning

    Oct 3, 2024Nikos Giakoumoglou, Tania StathakiContrastive LearningImagenet

  33. Beyond Spectral Decomposition: Bayesian Contrastive Learning and its Non-negative Formulation via Factor Analysis

    Jul 31, 2024Zhibin Duan, Tiansheng Wen, Yifei Wang +3Exploratory Factor AnalysisContrastive Learning

  34. Partial Symmetry Detection for 3D Geometry using Contrastive Learning with Geodesic Point Cloud Patches

    Dec 13, 2023Gregor Kobsik, Isaak Lim, Leif KobbeltSymmetry3D Geometry

  35. A Transformer-Based Contrastive Learning Approach for Few-Shot Sign Language Recognition

    Apr 5, 2022Silvan Ferreira, Esdras Costa, Marcio Dahia +1Sign Language RecognitionContrastive Learning

  36. CMoE: Contrastive Mixture of Experts for Motion Control and Terrain Adaptation of Humanoid Robots

    Date pendingShihao Ma, Hongjin Chen, Zijun Xu +6Long-Tail Humanoid Whole-Body ControlTerrain