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Papers
Beyond Euclidean Gossip: KL-Barycentric Consensus on Heterogeneous and Imbalanced Images
CVPR 2026
Estimating Joint Interventional Distributions from Marginal Interventional Data
CLeaR 2026
Finite Sample Bounds for Learning with Score Matching
COLT 2026
Best-Arm Identification in Unimodal Bandits
AISTATS 2025
Decision Making under the Exponential Family: Distributionally Robust Optimisation with Bayesian Ambiguity Sets
ICML 2025
Exponential Family Graphical Models: Correlated Replicates and Unmeasured Confounders, with Applications to fMRI Data
JMLR 2025
Exponential-Family Harmoniums with Neural Sufficient Statistics
AAAI 2025
Exponential Family Variational Flow Matching for Tabular Data Generation
ICML 2025
Guiding Time-Varying Generative Models with Natural Gradients on Exponential Family Manifold
UAI 2025
High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching
AISTATS 2025
Learning Mixtures of Experts with EM: A Mirror Descent Perspective
ICML 2025
Mixup Regularization: A Probabilistic Perspective
UAI 2025
Multiobjective distribution matching
ICML 2025
Oracle efficient truncated statistics
ICLR 2025
Regularized Rényi Divergence Minimization through Bregman Proximal Gradient Algorithms
JMLR 2025
Robust Score Matching
AISTATS 2025
Score-Aware Policy-Gradient and Performance Guarantees using Local Lyapunov Stability
JMLR 2025
Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits
NeurIPS 2024
Asymptotics of Alpha-Divergence Variational Inference Algorithms with Exponential Families
NeurIPS 2024
ConjNorm: Tractable Density Estimation for Out-of-Distribution Detection
ICLR 2024
Generalized Bradley-Terry Models for Score Estimation from Paired Comparisons
AAAI 2024
Near-Optimality of Contrastive Divergence Algorithms
NeurIPS 2024
Universal Lower Bounds and Optimal Rates: Achieving Minimax Clustering Error in Sub-Exponential Mixture Models
COLT 2024
Variational Gaussian Process Diffusion Processes
AISTATS 2024
Bregman Deviations of Generic Exponential Families
COLT 2023