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Papers
Geometry-Aware Generative Autoencoders for Warped Riemannian Metric Learning and Generative Modeling on Data Manifolds
AISTATS 2025
Geometry of Neural Reinforcement Learning in Continuous State and Action Spaces
ICLR 2025
GeoMM: On Geodesic Perspective for Multi-modal Learning
CVPR 2025
GraphMoRE: Mitigating Topological Heterogeneity via Mixture of Riemannian Experts
AAAI 2025
Injective flows for star-like manifolds
ICLR 2025
IsUMap: Manifold Learning and Data Visualization Leveraging Vietoris-Rips Filtrations
AAAI 2025
Learning Fine-grained Domain Generalization via Hyperbolic State Space Hallucination
AAAI 2025
Linear Separation Capacity of Self-Supervised Representation Learning
JMLR 2025
MA-DPR: Manifold-aware Distance Metrics for Dense Passage Retrieval
EMNLP 2025
MEPT: Mixture of Expert Prompt Tuning as a Manifold Mapper
EMNLP 2025
ML$^2$-GCL: Manifold Learning Inspired Lightweight Graph Contrastive Learning
ICML 2025
Multi-Modal Aerial-Ground Cross-View Place Recognition with Neural ODEs
CVPR 2025
Pioneer: Physics-informed Riemannian Graph ODE for Entropy-increasing Dynamics
AAAI 2025
Probabilistic Geometric Principal Component Analysis with application to neural data
ICLR 2025
Pseudo-Label Reconstruction for Partial Multi-Label Learning
IJCAI 2025
Recovering Manifold Structure Using Ollivier Ricci Curvature
ICLR 2025
Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds
CVPR 2025
Residual Deep Gaussian Processes on Manifolds
ICLR 2025
Riemann-based Multi-scale Attention Reasoning Network for Text-3D Retrieval
AAAI 2025
Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning
ICLR 2025
Unified K-Means Clustering with Label-Guided Manifold Learning
ICML 2025
Adaptive Manifold for Imbalanced Transductive Few-Shot Learning
WACV 2024
Adaptivity of Diffusion Models to Manifold Structures
AISTATS 2024
Adversarial Purification with the Manifold Hypothesis
AAAI 2024
A Grassmannian Manifold Self-Attention Network for Signal Classification
IJCAI 2024