Representation Learning

InfoDPCCA: Information-Theoretic Dynamic Probabilistic Canonical Correlation Analysis UAI 2025 KAN: Kolmogorov–Arnold Networks ICLR 2025 Language Representations Can be What Recommenders Need: Findings and Potentials ICLR 2025 Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning ICLR 2025 On the Relation Between Fine-Tuning, Topological Properties, and Task Performance in Sense-Enhanced Embeddings ACL 2025 PAEFF: Precise Alignment and Enhanced Gated Feature Fusion for Face-Voice Association Interspeech 2025 RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks AISTATS 2025 SPA: 3D Spatial-Awareness Enables Effective Embodied Representation ICLR 2025 Task-Driven Discrete Representation Learning AISTATS 2025 Towards a learning theory of representation alignment ICLR 2025 Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees UAI 2025 VADIS: Investigating Inter-View Representation Biases for Multi-View Partial Multi-Label Learning UAI 2025 Watch Less, Do More: Implicit Skill Discovery for Video-Conditioned Policy ICLR 2025 X-ARES: A Comprehensive Framework for Assessing Audio Encoder Performance Interspeech 2025 Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence Embeddings for Automatic Dialog Flow Extraction EMNLP 2024 Diffusion Model for Dense Matching ICLR 2024 DisenGCD: A Meta Multigraph-assisted Disentangled Graph Learning Framework for Cognitive Diagnosis NeurIPS 2024 Domain Adaptation with Cauchy-Schwarz Divergence UAI 2024 Effective Exploration Based on the Structural Information Principles NeurIPS 2024 First-order ANIL provably learns representations despite overparametrisation ICLR 2024 Language-Informed Visual Concept Learning ICLR 2024 Neural SDF Flow for 3D Reconstruction of Dynamic Scenes ICLR 2024 Quantifying Representation Reliability in Self-Supervised Learning Models UAI 2024 Representation Deficiency in Masked Language Modeling ICLR 2024 Selective Visual Representations Improve Convergence and Generalization for Embodied AI ICLR 2024