← Learning Types

Machine Learning › Learning Types ›

Contrastive Learning

3535 directly classified papers

Papers per year

Papers

Divide-and-Conquer Decoupled Network for Cross-Domain Few-Shot Segmentation AAAI 2026

UniC-Lift: Unified 3D Instance Segmentation via Contrastive Learning AAAI 2026

S2C: A Noise-Resistant Difference Learning Framework for Unsupervised Change Detection in VHR Remote Sensing Images AAAI 2026

BCE3S: Binary Cross-Entropy Based Tripartite Synergistic Learning for Long-Tailed Recognition AAAI 2026

Dynamic-Static Collaboration for Unsupervised Domain Adaptive Video-Based Visible-Infrared Person Re-Identification AAAI 2026

Generalizable Drug–Target Interaction Prediction via ESM-2 Representations and Progressive Contrastive Curriculum Learning AAAI 2026

Enhancing Meme Emotion Understanding with Multi-Level Modality Enhancement and Dual-Stage Modal Fusion AAAI 2026

GROVER: Graph-guided Representation of Omics and Vision with Expert Regulation for Adaptive Spatial Multi-omics Fusion AAAI 2026

GenePheno: Interpretable Gene Knockout-Induced Phenotype Abnormality Prediction from Gene Sequences AAAI 2026

RABot: Reinforcement-Guided Graph Augmentation for Imbalanced and Noisy Social Bot Detection AAAI 2026

Breaking the Modality Barrier: Generative Modeling for Accurate Molecule Retrieval from Mass Spectra AAAI 2026

STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences WACV 2026

Reality vs Counterfactual: Multi-World Contrastive Reinforcement Learning for Enhancing MLLM’s Theory of Mind in Egocentric Videos AAAI 2026

FINE: Factorized Multimodal Sentiment Analysis via Mutual INformation Estimation AAAI 2026

Invariant Representation Learning for Memory Behavior Modeling via Adaptive Environment Separation AAAI 2026

Dep-MAP: A Multi-level Alignment Framework with Semantic Prototypes for Video-based Automatic Depression Assessment AAAI 2026

SPP-SCL: Semi-Push-Pull Supervised Contrastive Learning for Image-Text Sentiment Analysis and Beyond AAAI 2026

MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance AAAI 2026

Foundation-Adaptive Integrated Refinement for Generalized Category Discovery AAAI 2026

SEMC: Structure-Enhanced Mixture-of-Experts Contrastive Learning for Ultrasound Standard Plane Recognition AAAI 2026

Learning Depth from Past Selves: Self-Evolution Contrast for Robust Depth Estimation AAAI 2026

DeepSenseMoE: Harnessing Power of Time Series Foundation Models for Few-Shot Human Activity Recognition AAAI 2026

S²Drug: Bridging Protein Sequence and 3D Structure in Contrastive Representation Learning for Virtual Screening AAAI 2026

Directing Uncertainty-Aware Information Flow for Robust Diffusion Prediction AAAI 2026

MetaDiT: Enabling Fine-grained Constraints in High-degree-of Freedom Metasurface Design AAAI 2026