Representation Learning

Explainable Disentangled Representation Learning for Generalizable Authorship Attribution in the Era of Generative AI ACL 2026 Explaining Generalization of AI-Generated Text Detectors Through Linguistic Analysis EACL 2026 Explicit Modeling of Causal Factors and Confounders for Image Classification AAAI 2026 Exploiting Graph-Based Structural Priors for Visual Recognition AAAI 2026 Exploiting Label-Independent Regularization from Spatial Patterns for Whole Slide Image Analysis WACV 2026 Exploiting Space Folding by Neural Networks AAAI 2026 Explore How to Inject Beneficial Noise in MLLMs AAAI 2026 Exploring Non-Convex Discrete Energy Landscapes: An Efficient Langevin-Like Sampler with Replica Exchange AAAI 2026 Exploring Transferability of Self-Supervised Learning by Task Conflict Calibration AAAI 2026 Expressive Power of Graph Transformers via Logic AAAI 2026 Extracting Interaction-Aware Monosemantic Concepts in Recommender Systems AAAI 2026 F2SST: Frequency-to-Spatial Semantic Transfer for Few-Shot Image Classification AAAI 2026 FAMDR: Feature-Aligned Multimodal Denoising for Reliable Diagnostic Reconciliation in Medical Imaging AAAI 2026 FANoise: Singular Value-Adaptive Noise Modulation for Robust Multimodal Representation Learning AAAI 2026 Fashion Microscope: Pixel-Level Attribute Perception via Optimal Transport and Neural Semantic Aggregation AAAI 2026 Fast Guaranteed Robust Local-Smooth Principal Component Separation AAAI 2026 Feature-Centric Unsupervised Node Representation Learning Without Homophily Assumption AAAI 2026 Feature Drift: How Fine-Tuning Repurposes Representations in LLMs EACL 2026 Feature Hallucination for Self-supervised Action Recognition (Abstract Reprint) AAAI 2026 Feature Inversion as a Lens on Vision Encoders WACV 2026 FedTopo: Topology-Informed Representation Alignment in Federated Learning Under Non-I.I.D. Conditions AAAI 2026 Fidelity-Aware Recommendation Explanations via Stochastic Path Integration AAAI 2026 Fine-Grained Generalization via Structuralizing Concept and Feature Space into Commonality, Specificity and Confounding AAAI 2026 Fine-Grained Image Retrieval via Dual-Vision Adaptation AAAI 2026 F-INR: Functional Tensor Decomposition for Implicit Neural Representations WACV 2026