Paul Fearnhead
6 papers · 2018–2023 · 3 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (3) π Academic Marathon (5) π Cross-Pollinator (12)
π
Renaissance Researcher
(5)
πΊοΈ
Taxonomy Completionist
(23)
Conferences
AISTATS (2)
JMLR (2)
NIPS (2)
Top co-authors
Keywords
markov chain monte carlo
(4)
bayesian inference
(3)
piecewise deterministic markov process
(2)
supervised learning
(1)
dynamic programming
(1)
variance reduction
(1)
changepoint detection
(1)
hamiltonian monte carlo
(1)
probability simplex
(1)
multimodal distribution
(1)
stochastic gradient langevin dynamics
(1)
computational cost
(1)
volume computation
(1)
high-dimensional geometry
(1)
sampling algorithm
(1)
langevin diffusion
(1)
peak detection
(1)
genomic datum
(1)
penalty learning
(1)
high-dimensional sampling
(1)
Papers
Preferential Subsampling for Stochastic Gradient Langevin Dynamics
AISTATS 2023
Fast Online Changepoint Detection via Functional Pruning CUSUM Statistics
JMLR 2023
Continuously Tempered PDMP samplers
NIPS 2022
Efficient computation of the the volume of a polytope in high-dimensions using Piecewise Deterministic Markov Processes
AISTATS 2022
Constrained Dynamic Programming and Supervised Penalty Learning Algorithms for Peak Detection in Genomic Data
JMLR 2020
Large-Scale Stochastic Sampling from the Probability Simplex
NIPS 2018