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