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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

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

LinProVSR: Linguistics-Knowledge Guided Progressive Disambiguation Network for Visual Speech Recognition AAAI 2026

FaNe: Towards Fine-Grained Cross-Modal Contrast with False-Negative Reduction and Text-Conditioned Sparse Attention AAAI 2026

Dual-Path Knowledge-Augmented Contrastive Alignment Network for Spatially Resolved Transcriptomics AAAI 2026

Adversarial Fair Incomplete Multi-View Clustering AAAI 2026

Noisy Correspondence Learning with Modality Gap Direction Correction AAAI 2026

When Person Re-Identification Meets Event Camera: A Benchmark Dataset and an Attribute-Guided Re-Identification Framework AAAI 2026

Radar-APLANC: Unsupervised Radar-based Heartbeat Sensing via Augmented Pseudo-Label and Noise Contrast AAAI 2026

A Hybrid Space Model for Misaligned Multi-modality Image Fusion AAAI 2026

Heterogeneous Uncertainty-Guided Composed Image Retrieval with Fine-Grained Probabilistic Learning AAAI 2026

PriorRG: Prior-Guided Contrastive Pre-training and Coarse-to-Fine Decoding for Chest X-ray Report Generation AAAI 2026

DMGINE: Day-Memory Guided Nighttime Image Enhancement for Dynamic Traffic Scenes AAAI 2026

Unsupervised Contrastive Learning for Efficient and Robust Spectral Shape Matching AAAI 2026

Localization-Anchored Instance Discrimination for Domain Adaptive Person Search AAAI 2026

GeoCoBox: Box-supervised 3D Tumor Segmentation via Geometric Co-embedding AAAI 2026

Hyperbolic Hierarchical Alignment Reasoning Network for Text-3D Retrieval AAAI 2026

Skeletons Speak Louder than Text: A Motion-Aware Pretraining Paradigm for Video-Based Person Re-Identification AAAI 2026

Domain-Auxiliary Infrared Moving Small Target Detection by Learning to Overlook Domain Discrepancy AAAI 2026

Thinking Aesthetics Assessment of Image Color Temperature: Models, Datasets and Benchmarks AAAI 2026

uCLIP: Parameter-Efficient Multilingual Extension of Vision-Language Models with Unpaired Data AAAI 2026