Representation Learning

Gradient Extrapolation for Debiased Representation Learning ICCV 2025 GRAIN: Multi-Granular and Implicit Information Aggregation Graph Neural Network for Heterophilous Graphs AAAI 2025 GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion ACL 2025 Gramian Multimodal Representation Learning and Alignment ICLR 2025 GRaMPa: Subword Regularisation by Skewing Uniform Segmentation Distributions with an Efficient Path-counting Markov Model ACL 2025 Granular Concept Circuits: Toward a Fine-Grained Circuit Discovery for Concept Representations ICCV 2025 GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype IJCAI 2025 Graph Adaptive Autoregressive Moving Average Models ICML 2025 Graph Contrastive Learning with Joint Spectral Augmentation of Attribute and Topology AAAI 2025 Graph Embedded Contrastive Learning for Multi-View Clustering IJCAI 2025 Graph-guided Cross-composition Feature Disentanglement for Compositional Zero-shot Learning ACL 2025 GraphI2P: Image-to-Point Cloud Registration with Exploring Pattern of Correspondence via Graph Learning CVPR 2025 GraphMoRE: Mitigating Topological Heterogeneity via Mixture of Riemannian Experts AAAI 2025 Graph Neural Network Enhanced Retrieval for Question Answering of Large Language Models NAACL 2025 Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective ICLR 2025 Graph Neural Networks Can (Often) Count Substructures ICLR 2025 Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance ICLR 2025 Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs ACL 2025 GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question Answering COLING 2025 Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales AAAI 2025 gRNAde: Geometric Deep Learning for 3D RNA inverse design ICLR 2025 GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers ICML 2025 Grounding Continuous Representations in Geometry: Equivariant Neural Fields ICLR 2025 Group Ligands Docking to Protein Pockets ICLR 2025 GSDNet: Revisiting Incomplete Multimodality-Diffusion Emotion Recognition from the Perspective of Graph Spectrum IJCAI 2025