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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

Revisiting Contrastive Learning in Collaborative Filtering via Parallel Graph Filters AAAI 2026

MovSemCL: Movement-Semantics Contrastive Learning for Trajectory Similarity AAAI 2026

CL-DMDF: Dynamic Multimodal Data Fusion Model Based on Contrastive Learning AAAI 2026

Subspace-Aware Graph Construction and Contrastive Alignment for Multimodal Recommendation with Large Language Models AAAI 2026

BLADE: A Behavior-Level Data Augmentation Framework with Dual Fusion Modeling for Multi-Behavior Sequential Recommendation AAAI 2026

Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation AAAI 2026

Comprehensive Urban Region Representation Learning via Multi-View Joint Learning and Contrastive Learning AAAI 2026

MACRec: A Multi-View Subspace Alignment Framework for Contrastive Sampling Calibration in Recommendation AAAI 2026

SEFEL: A Simple Yet Effective Framework for Fast Event Linking AAAI 2026

SGMT: Social Generating with Multiview-Guided Tuning In Recommender Systems AAAI 2026

Multi-graph Fusion Cross-model Contrastive Learning for Recommendation AAAI 2026

Targeting Borderline Fraudsters: Multi-View Hypergraph Fraud Detection with LLM-Guided Contrastive Learning AAAI 2026

Hard vs. Noise: Resolving Hard-Noisy Sample Confusion in Recommender Systems via Large Language Models AAAI 2026

TGCA-LLM: Time-Aware Graph-Text Contrastive Alignment for Enhancing LLMs in Temporal Knowledge Graph Completion AAAI 2026

From Points to Coalitions: Hierarchical Contrastive Shapley Values for Prioritizing Data Samples AAAI 2026

CLUHCS:Dual-View Contrastive Learning Enabled Unsupervised Heterogeneous Community Search with Meta-Path Behavior Modeling AAAI 2026

Learning Better UAV-Based Cross-View Object Geo-Localization from Multi-Modal Prompts: MoP-UAV Benchmark and MoPT Framework AAAI 2026

Brownian Bridge Augmented Surrogate Simulation and Injection Planning for Geological CO2 Storage AAAI 2026

One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models ICCV 2025

Federated Continuous Category Discovery and Learning ICCV 2025

Unsupervised Foundation Model-Agnostic Slide-Level Representation Learning CVPR 2025

Enhanced Contrastive Learning with Multi-view Longitudinal Data for Chest X-ray Report Generation CVPR 2025

A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets CVPR 2025

FRET: Feature Redundancy Elimination for Test Time Adaptation ICCV 2025

Improving Sound Source Localization with Joint Slot Attention on Image and Audio CVPR 2025