Ayush Bharti
7 papers · 2022–2025 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(14)
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Keyword Champion
(2)
Top co-authors
Research topics
Machine Learning
(6)
Artificial Intelligence
(5)
Bayesian & Probabilistic · Artificial Intelligence
(5)
Optimization & Theory
(5)
Bayesian & Probabilistic · Machine Learning
(2)
Core Methods
(2)
Deep Learning
(1)
Mathematics & Optimization
(1)
Learning Paradigms
(1)
Learning Types
(1)
Models
(1)
Optimization
(1)
Keywords
bayesian inference
(4)
approximate bayesian computation
(4)
simulation-based inference
(3)
neural posterior estimation
(2)
likelihood-free inference
(2)
active learning
(2)
posterior estimation
(1)
maximum mean discrepancy
(1)
early stopping
(1)
amortized inference
(1)
missing data imputation
(1)
black-box function
(1)
surrogate model
(1)
negative transfer
(1)
rejection sampling
(1)
nuisance parameter
(1)
optimal weighting
(1)
kernel methods
(1)
contextual bayesian optimization
(1)
synthetic likelihood
(1)
Papers
Cost-aware simulation-based inference
AISTATS 2025
Robust Simulation-Based Inference under Missing Data via Neural Processes
ICLR 2025
Bayesian Active Learning in the Presence of Nuisance Parameters
UAI 2024
Learning relevant contextual variables within Bayesian optimization
UAI 2024
Learning Robust Statistics for Simulation-based Inference under Model Misspecification
NeurIPS 2023
Optimally-weighted Estimators of the Maximum Mean Discrepancy for Likelihood-Free Inference
ICML 2023
Approximate Bayesian Computation with Domain Expert in the Loop
ICML 2022