Research output per year
Research output per year
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Dive into the research topics where Ayush Bharti is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Cost-aware simulation-based inference
Bharti, A., Huang, D., Kaski, S. & Briol, F. X., 2025, Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS) 2025. JMLR, p. 28-36 9 p. (Proceedings of Machine Learning Research; vol. 258).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open AccessFile5 Downloads (Pure) -
Robust Simulation-Based Inference under Missing Data via Neural Processes
Verma, Y., Bharti, A. & Garg, V., 2025, 13th International Conference on Learning Representations, ICLR 2025. Curran Associates Inc., p. 39991-40013 23 p.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open AccessFile1 Citation (Scopus)23 Downloads (Pure) -
Bayesian Active Learning in the Presence of Nuisance Parameters
Sloman, S. J., Bharti, A., Martinelli, J. & Kaski, S., 2024, Proceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence. JMLR, Vol. 244. p. 3245-3263 (Proceedings of Machine Learning Research; vol. 244).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access -
Learning relevant contextual variables within Bayesian optimization
Martinelli, J., Bharti, A., Tiihonen, A., John, S. T., Filstroff, L., Sloman, S. J., Rinke, P. & Kaski, S., 2024, Proceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence. JMLR, Vol. 244. p. 2450-2470 (Proceedings of Machine Learning Research; vol. 244).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access -
Learning Robust Statistics for Simulation-based Inference under Model Misspecification
Huang, D., Bharti, A., Holanda De Souza Junior, A., Acerbi, L. & Kaski, S., 2024, Advances in Neural Information Processing Systems 36 - 37th Conference on Neural Information Processing Systems, NeurIPS 2023. Curran Associates Inc., 22 p. (Advances in Neural Information Processing Systems; vol. 36).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access20 Citations (Scopus)
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Bharti Ayush AT: DREAM4SBI: Developing Robust & Sample-Efficient Algorithms for Simulation-based Inference
Bharti, A. (Principal investigator) & Hikida, Y. (Project Member)
01/09/2024 → 31/08/2028
Project: RCF Academy Research Fellow (new)
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-: FCAI Flagship 2
Kaski, S. (Principal investigator), Holanda De Souza Junior, A. (Project Member), Bharti, A. (Project Member), Carter, D. (Project Member), Zhu, S. (Project Member), Riha, A. (Project Member), Kallioinen, N. (Project Member), Smirnov, M. (Project Member), Sinaga, M. (Project Member), Nikitin, A. (Project Member), Sevilla Salcedo, C. (Project Member), Shaw, E. (Project Member), Kim, N. H. (Project Member), Gröhn, T. (Project Member), Varshney, S. (Project Member), Karczewski, R. (Project Member), Klasson, M. (Project Member), John, T. (Project Member), Pouplin, A. (Project Member), Zhao, G. (Project Member), Turkulainen, M. (Project Member), Alakuijala, M. (Project Member), Huang, D. (Project Member), RahimiNasab, Z. (Project Member), Kujanpää, K. (Project Member), Raj, V. (Project Member), Tiulpin, A. (Project Member), Katt, S. (Project Member), McGreavy, C. (Project Member), Dainese, N. (Project Member) & Müller, A. (Project Member)
01/09/2022 → 31/01/2026
Project: RCF Flagship
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FCAI: Finnish Center for Artificial Intelligence (FCAI)
Kaski, S. (Principal investigator) & Bharti, A. (Project Member)
01/01/2019 → 31/12/2022
Project: Academy of Finland: Other research funding