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Bharti, Ayush
11 publications
NeurIPS
2025
ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition
Daolang Huang
,
Xinyi Wen
,
Ayush Bharti
,
Samuel Kaski
,
Luigi Acerbi
AISTATS
2025
Cost-Aware Simulation-Based Inference
Ayush Bharti
,
Daolang Huang
,
Samuel Kaski
,
Francois-Xavier Briol
NeurIPS
2025
Multilevel Neural Simulation-Based Inference
Yuga Hikida
,
Ayush Bharti
,
Niall Jeffrey
,
Francois-Xavier Briol
ICLR
2025
Robust Simulation-Based Inference Under Missing Data via Neural Processes
Yogesh Verma
,
Ayush Bharti
,
Vikas Garg
UAI
2024
Bayesian Active Learning in the Presence of Nuisance Parameters
Sabina J. Sloman
,
Ayush Bharti
,
Julien Martinelli
,
Samuel Kaski
UAI
2024
Learning Relevant Contextual Variables Within Bayesian Optimization
Julien Martinelli
,
Ayush Bharti
,
Armi Tiihonen
,
S. T. John
,
Louis Filstroff
,
Sabina J. Sloman
,
Patrick Rinke
,
Samuel Kaski
ICMLW
2023
Bayesian Active Meta-Learning Under Prior Misspecification
Sabina J. Sloman
,
Ayush Bharti
,
Samuel Kaski
NeurIPSW
2023
Learning Relevant Contextual Variables Within Bayesian Optimization
Julien Martinelli
,
Ayush Bharti
,
Armi Tiihonen
,
Louis Filstroff
,
S. T. John
,
Sabina J. Sloman
,
Patrick Rinke
,
Samuel Kaski
NeurIPS
2023
Learning Robust Statistics for Simulation-Based Inference Under Model Misspecification
Daolang Huang
,
Ayush Bharti
,
Amauri Souza
,
Luigi Acerbi
,
Samuel Kaski
ICML
2023
Optimally-Weighted Estimators of the Maximum Mean Discrepancy for Likelihood-Free Inference
Ayush Bharti
,
Masha Naslidnyk
,
Oscar Key
,
Samuel Kaski
,
Francois-Xavier Briol
ICML
2022
Approximate Bayesian Computation with Domain Expert in the Loop
Ayush Bharti
,
Louis Filstroff
,
Samuel Kaski