Self-Supervised Learning

CASL: Curvature-Augmented Self-supervised Learning for 3D Anomaly Detection AAAI 2026 CATCH: A Controllable Theme Detection Framework with Contextualized Clustering and Hierarchical Generation AAAI 2026 CaT-Diff: Cascaded Text-enhanced Diffusion Model for Time-Series Imputation AAAI 2026 CATP: Contextually Adaptive Token Pruning for Efficient and Enhanced Multimodal In-Context Learning AAAI 2026 Complexity-aware fine-tuning EACL 2026 Compositional Reasoning via Joint Image and Language Decomposition EACL 2026 Conditional Information Bottleneck for Multimodal Fusion: Overcoming Shortcut Learning in Sarcasm Detection AAAI 2026 Confidence-Calibrated Small-Large Language Model Collaboration for Cost-Efficient Reasoning EACL 2026 Confidence Leaps in LLM Reasoning: Early Stopping and Cross-Model Transfer EACL 2026 Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis WACV 2026 Continuous Vision-Language-Action Co-Learning with Semantic-Physical Alignment for Behavioral Cloning AAAI 2026 CoReTab: Improving Multimodal Table Understanding with Code-driven Reasoning EACL 2026 CorrectNav: Self-Correction Flywheel Empowers Vision-Language-Action Navigation Model AAAI 2026 Co-STAR: Collaborative Curriculum Self-Training with Adaptive Regularization for Source-Free Video Domain Adaptation WACV 2026 Counterfactual-based Cognitive Alignment In-Context Learning for Relation Extraction AAAI 2026 CountingDINO: A Training-free Pipeline for Class-Agnostic Counting using Unsupervised Backbones WACV 2026 CR³: Boosting Compositional Reasoning in MLLMs Through Rule-Based Reinforcement Learning AAAI 2026 Creating Generalizable Data-Driven Approaches for Biodiversity Monitoring via Acoustics AAAI 2026 Cross-Sample Augmented Test-Time Adaptation for Personalized Intraoperative Hypotension Prediction AAAI 2026 CSPB: Conversational Speech Processing Benchmark for Self-supervised Speech Models EACL 2026 Cycle-Consistent Multi-Graph Matching for Self-Supervised Annotation of C. Elegans WACV 2026 Cyto-SSL: A Self-Supervised Pretraining Framework for Cytology Foundation Model AAAI 2026 DARLING: Dual Hypergraph-Enhanced Curriculum-Guided Graph Structure Learning for Node Classification AAAI 2026 DeCoRL: Decoupling Reasoning Chains via Parallel Sub-Step Generation and Cascaded Reinforcement for Interpretable and Scalable RLHF AAAI 2026 DEGRE: Dynamic Gating Ensembles for Trust-Aware Rejection in Medical Image Diagnostics AAAI 2026