James M. Murphy
6 papers · 2019–2025 · 2 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (2) 🏃 Academic Marathon (6) 🐝 Cross-Pollinator (9)
🗺️
Taxonomy Completionist
(11)
Conferences
JMLR (4)
AISTATS (2)
Top co-authors
Keywords
spectral clustering
(2)
graph laplacian
(2)
graph theory
(1)
optimal transport
(1)
mode estimation
(1)
sample complexity
(1)
diffusion process
(1)
graph-based clustering
(1)
outlier robustness
(1)
maximum mean discrepancy
(1)
clustering algorithm
(1)
entropy regularization
(1)
goodness-of-fit testing
(1)
finite-sample guarantee
(1)
adjacency graph
(1)
multivariate rank
(1)
goodness-of-fit statistic
(1)
diffusion geometry
(1)
fermat distance
(1)
metric approximation
(1)
Papers
Synthesis and Analysis of Data as Probability Measures With Entropy-Regularized Optimal Transport
AISTATS 2025
Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications
AISTATS 2025
Fermat Distances: Metric Approximation, Spectral Convergence, and Clustering Algorithms
JMLR 2024
Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling
JMLR 2023
Path-Based Spectral Clustering: Guarantees, Robustness to Outliers, and Fast Algorithms
JMLR 2020
Learning by Unsupervised Nonlinear Diffusion
JMLR 2019