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Self-Supervised Learning

8255 directly classified papers

Papers per year

Papers

From Tokens to Latent States: Leveraging Pre-trained Language Models for Improving Partially Observable Reinforcement Learning AAAI 2026

Self-Supervised Hypergraph Learning with Substructure Awareness for Hyperedge Prediction AAAI 2026

Heterophily-aware Contrastive Learning for Heterophilic Hypergraphs AAAI 2026

SpatialLogic-Bench: A Diagnostic Benchmark for Task-Oriented Spatiotemporal Reasoning AAAI 2026

DOS: Distilling Observable Softmaps of Zipfian Prototypes for Self-Supervised Point Representation AAAI 2026

Medical Vision–Language Pretraining with LLM-Guided Temporal Supervision AAAI 2026

MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning AAAI 2026

INTENT: Invariance and Discrimination-aware Noise Mitigation for Robust Composed Image Retrieval AAAI 2026

Learning Time in Static Classifiers AAAI 2026

RAC-DMVC: Reliability-Aware Contrastive Deep Multi-View Clustering Under Multi-Source Noise AAAI 2026

Simulation-Driven Railway Delay Prediction: An Imitation Learning Approach AAAI 2026

The Semantic Architect: How FEAML Bridges Structured Data and LLMs for Multi-Label Tasks AAAI 2026

New Synthetic Goldmine: Hand Joint Angle-Driven EMG Data Generation Framework for Micro-Gesture Recognition AAAI 2026

BraSTORM: A Dual-Branch Self-Supervised Framework for EEG Representation Learning via Input-Level Spatio-Temporal Decomposition AAAI 2026

State Mamba: Spatiotemporal EEG State-Space Model with Dynamic Brain Alignment for Cross-Subject Representation AAAI 2026

NeuroBridge: Bio-Inspired Self-Supervised EEG-to-Image Decoding via Cognitive Priors and Bidirectional Semantic Alignment AAAI 2026

Whole-Body Coordination for Dynamic Object Grasping with Legged Manipulators AAAI 2026

Self-supervised Multiplex Consensus Mamba for General Image Fusion AAAI 2026

Self-Supervised Inductive Logic Programming AAAI 2026

Structural Entropy Guided Incremental Learning for Open-World Multimodal Social Event Detection AAAI 2026

Self-Supervised Cross-City Trajectory Representation Learning Based on Meta-Learning AAAI 2026

TrajAgg: Dual-Scale Feature Aggregation with Hybrid Training for Trajectory Similarity Computation in Free Space AAAI 2026

Stage-Aware Graph Contrastive Learning with Node-oriented Mixture of Experts AAAI 2026

HuiduRep: A Robust Self-Supervised Framework for Learning Neural Representations from Extracellular Recordings AAAI 2026

Spontaneous Yet Predictable: Shapelet-Driven, Channel-Aware Intention Decoding from Multi-Region ECoG AAAI 2026