Contrastive Learning

HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning NAACL 2025 Heterogeneous Temporal Hypergraph Neural Network IJCAI 2025 HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language Models ACL 2025 HiCOT: Improving Neural Topic Models via Optimal Transport and Contrastive Learning ACL 2025 Hierarchical-aware Orthogonal Disentanglement Framework for Fine-grained Skeleton-based Action Recognition ICCV 2025 Hierarchical Consensus Network for Multiview Feature Learning AAAI 2025 HiPPO: Exploring A Novel Hierarchical Pronunciation Assessment Approach for Spoken Languages IJCNLP 2025 HMCL: Task-Optimal Text Representation Adaptation through Hierarchical Contrastive Learning EMNLP 2025 How does Labeling Error Impact Contrastive Learning? A Perspective from Data Dimensionality Reduction ICML 2025 How to Probe: Simple Yet Effective Techniques for Improving Post-hoc Explanations ICLR 2025 How Transliterations Improve Crosslingual Alignment COLING 2025 HQ-CLIP: Leveraging Large Vision-Language Models to Create High-Quality Image-Text Datasets and CLIP Models ICCV 2025 Hybrid Relational Graphs with Sentiment-laden Semantic Alignment for Multimodal Emotion Recognition in Conversation IJCAI 2025 HyILR: Hyperbolic Instance-Specific Local Relationships for Hierarchical Text Classification ACL 2025 ICE-T: Interactions-aware Cross-column Contrastive Embedding for Heterogeneous Tabular Datasets AAAI 2025 I-Con: A Unifying Framework for Representation Learning ICLR 2025 iKnow-audio: Integrating Knowledge Graphs with Audio-Language Models EMNLP 2025 Image-Enhanced Hybrid Encoding with Reinforced Contrastive Learning for Spatial Domain Identification in Spatial Transcriptomics IJCAI 2025 Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models CVPR 2025 ImpliHateVid: A Benchmark Dataset and Two-stage Contrastive Learning Framework for Implicit Hate Speech Detection in Videos ACL 2025 Improving Aspect-Based Summarization via Contrastive Learning with Anchored Negative Examples EMNLP 2025 Improving BGE-M3 Multilingual Dense Embeddings for Nigerian Low Resource Languages EMNLP 2025 Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization ACL 2025 Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach EMNLP 2025 Improving Language Transfer Capability of Decoder-only Architecture in Multilingual Neural Machine Translation EMNLP 2025