Contrastive Learning

SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing ICCV 2025 Supervised Contrastive Learning from Weakly-Labeled Audio Segments for Musical Version Matching ICML 2025 Surgical Workflow Recognition and Blocking Effectiveness Detection in Laparoscopic Liver Resection with Pringle Maneuver AAAI 2025 SVD-GCL: A Noise-Augmented Hybrid Graph Contrastive Learning Framework for Recommendation COLING 2025 Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images ACL 2025 Synthetic Proofs with Tool-Integrated Reasoning: Contrastive Alignment for LLM Mathematics with Lean EMNLP 2025 SYNTHIA: Novel Concept Design with Affordance Composition ACL 2025 TaCL-CoMoE: Task-adaptive Contrastive Learning with Cooperative Mixture of Experts for Multi-task Social Media Analysis IJCNLP 2025 TACLR: A Scalable and Efficient Retrieval-based Method for Industrial Product Attribute Value Identification ACL 2025 Task-aware Contrastive Mixture of Experts for Quadruple Extraction in Conversations with Code-like Replies and Non-opinion Detection EMNLP 2025 Task-Specific Information Decomposition for End-to-End Dense Video Captioning ACL 2025 TCSinger 2: Customizable Multilingual Zero-shot Singing Voice Synthesis ACL 2025 TEACH: A Contrastive Knowledge Adaptive Distillation Framework for Classical Chinese Understanding ACL 2025 Temporally Consistent Object-Centric Learning by Contrasting Slots CVPR 2025 Test-Time Adaptation on Recommender System with Data-Centric Graph Transformation IJCAI 2025 Text-Attributed Graph Learning with Coupled Augmentations COLING 2025 Text to Point Cloud Localization with Multi-Level Negative Contrastive Learning AAAI 2025 The "Law'' of the Unconscious Contrastive Learner: Probabilistic Alignment of Unpaired Modalities ICLR 2025 THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings AAAI 2025 Think Wider, Detect Sharper: Reinforced Reference Coverage for Document-Level Self-Contradiction Detection EMNLP 2025 t-HNE: A Text-guided Hierarchical Noise Eliminator for Multimodal Sentiment Analysis COLING 2025 Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension AAAI 2025 TicTac: Time-aware Supervised Fine-tuning for Automatic Text Dating ACL 2025 Tighter Clusters, Safer Code? Improving Vulnerability Detection with Enhanced Contrastive Loss NAACL 2025 Time-Frequency Disentanglement Boosted Pre-Training: A Universal Spatio-Temporal Modeling Framework IJCAI 2025