Self-Supervised Learning

SigFusion: Unified Signal-Level Self-Supervised Learning Paradigm for Image Fusion AAAI 2026 Similar Region Search using LLMs on Spatial Feature Space EACL 2026 Simulation-Driven Railway Delay Prediction: An Imitation Learning Approach AAAI 2026 SkySplat: Generalizable 3D Gaussian Splatting from Multi-Temporal Sparse Satellite Images AAAI 2026 SMPRO: Self-Supervised Visual Preference Alignment via Differentiable Multi-Preference Multi-Group Ranking AAAI 2026 SoS: Analysis of Surface over Semantics in Multilingual Text-To-Image Generation EACL 2026 SpatialLogic-Bench: A Diagnostic Benchmark for Task-Oriented Spatiotemporal Reasoning AAAI 2026 Spontaneous Yet Predictable: Shapelet-Driven, Channel-Aware Intention Decoding from Multi-Region ECoG AAAI 2026 SSL-CST: Cell Segmentation for Single-Cell Spatial Transcriptome Based on Self-Supervised Learning AAAI 2026 Stage-Aware Graph Contrastive Learning with Node-oriented Mixture of Experts AAAI 2026 STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences WACV 2026 State Mamba: Spatiotemporal EEG State-Space Model with Dynamic Brain Alignment for Cross-Subject Representation AAAI 2026 Step Back to Leap Forward: Self-Backtracking for Symbolic Reasoning and Planning in Language Models AAAI 2026 Stop Mixing Things Up! BISCUIT Teaches Vision-Language Models to Learn New Concepts from Images on the Spot AAAI 2026 Structural Entropy Guided Incremental Learning for Open-World Multimodal Social Event Detection AAAI 2026 Structure-Enhanced Adapter for Self-Supervised Heterogeneous Graph Learning AAAI 2026 ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos WACV 2026 Teach AI What It Doesn’t Know AAAI 2026 TechING: Towards Real World Technical Image Understanding via VLMs EACL 2026 Temporal Calibrating and Distilling for Scene-Text Aware Text-Video Retrieval AAAI 2026 Test-Time Adaptation for Video Highlight Detection Using Meta-Auxiliary Learning and Cross-Modality Hallucinations WACV 2026 Test-Time Consistency in Vision Language Models WACV 2026 Test-time Diverse Reasoning by Riemannian Activation Steering AAAI 2026 Test-time Prompt Intervention AAAI 2026 Text-guided Controllable Diffusion for Realistic Camouflage Images Generation AAAI 2026