Representation Learning

Bi-ICE: An Inner Interpretable Framework for Image Classification via Bi-directional Interactions between Concept and Input Embeddings WACV 2026 Binary Message Passing for Generalizable Semi-Supervised Graph Anomaly Detection AAAI 2026 BrainLMM: A Label-Free Framework for Mapping Multi-Semantic Representation in the Human Visual Cortex AAAI 2026 Breaking One-Size-Fits-All: Revisiting Out-of-Distribution Detection on Graphs Under Diverse Distribution Shifts AAAI 2026 Breaking the Dyadic Barrier: Rethinking Fairness in Link Prediction Beyond Demographic Parity AAAI 2026 Break the Tie: Learning Cluster-Customized Category Relationships for Categorical Data Clustering AAAI 2026 Bridging Distance and Spectral Positional Encodings via Anchor-Based Diffusion Geometry Approximation ACL 2026 Bridging Lifelong and Multi-Task Representation Learning: An Algorithm and a Complexity Measure ALT 2026 Bridging Scale Discrepancies in Robotic Control via Language-Based Action Representations AAAI 2026 Bridging the Skills Gap: A Course Model for Modern Generative AI Education AAAI 2026 C3RL: Rethinking the Combination of Channel-independence and Channel-mixing from Representation Learning AAAI 2026 CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement AAAI 2026 CAFU: Constrained Alignment and Filtered Uniformity for Denoising Recommendation AAAI 2026 CALE : Concept-Aligned Embeddings for Both Within-Lemma and Inter-Lemma Sense Differentiation EACL 2026 Can Models Help Us Create Better Models? Evaluating LLMs as Data Scientists EACL 2026 Can Molecular Evolution Mechanism Enhance Molecular Representation? AAAI 2026 CAPT: Confusion-Aware Prompt Tuning for Reducing Vision-Language Misalignment CVPR 2026 CART: Compositional AutoRegressive Transformer for Image Generation AAAI 2026 CATAL: Causally Disentangled Task Representation Learning for Offline Meta-Reinforcement Learning AAAI 2026 CaTok: Taming Mean Flows for One-Dimensional Causal Image Tokenization CVPR 2026 CausalCLIP: Causally-Informed Feature Disentanglement and Filtering for Generalizable Detection of Generated Images AAAI 2026 Causally-Grounded Dual-Path Attention Intervention for Object Hallucination Mitigation in LVLMs AAAI 2026 Chat-Ghosting: Methods for Auto-Completion in Dialog Systems EACL 2026 CineVerse: Consistent Keyframe Synthesis for Cinematic Scene Composition WACV 2026 Clinically-Grounded Counterfactual Reasoning for Medical Video Diagnosis CVPR 2026