| 2026 | AAAI | Constrained Best Arm Identification with Tests for Feasibility. | Ting Cai, Kirthevasan Kandasamy |
| 2026 | COLT | Learning from Biased and Costly Data Sources: Minimax-optimal Data Collection under a Budget (extended abstract). | Michael O. Harding, Vikas Singh, Kirthevasan Kandasamy |
| 2025 | ICML | Collaborative Mean Estimation Among Heterogeneous Strategic Agents: Individual Rationality, Fairness, and Truthful Contribution. | Alex Clinton, Yiding Chen, Jerry Zhu, Kirthevasan Kandasamy |
| 2024 | ICML | Nash Incentive-compatible Online Mechanism Learning via Weakly Differentially Private Online Learning. | Joon Suk Huh, Kirthevasan Kandasamy |
| 2023 | AISTATS | Active Cost-aware Labeling of Streaming Data. | Ting Cai, Kirthevasan Kandasamy |
| 2023 | OSDI | Cilantro: Performance-Aware Resource Allocation for General Objectives via Online Feedback. | Romil Bhardwaj, Kirthevasan Kandasamy, Asim Biswal, Wenshuo Guo, Benjamin Hindman, Joseph Gonzalez, Michael I. Jordan, Ion Stoica |
| 2022 | AISTATS | Learning Competitive Equilibria in Exchange Economies with Bandit Feedback. | Wenshuo Guo, Kirthevasan Kandasamy, Joseph Gonzalez, Michael I. Jordan, Ion Stoica |
| 2021 | CLOUD | Elastic Hyperparameter Tuning on the Cloud. | Lisa Dunlap, Kirthevasan Kandasamy, Ujval Misra, Richard Liaw, Michael I. Jordan, Ion Stoica, Joseph E. Gonzalez |
| 2021 | EuroSys | RubberBand: cloud-based hyperparameter tuning. | Ujval Misra, Richard Liaw, Lisa Dunlap, Romil Bhardwaj, Kirthevasan Kandasamy, Joseph E. Gonzalez, Ion Stoica, Alexey Tumanov |
| 2021 | ICML | Resource Allocation in Multi-armed Bandit Exploration: Overcoming Sublinear Scaling with Adaptive Parallelism. | Brijen Thananjeyan, Kirthevasan Kandasamy, Ion Stoica, Michael I. Jordan, Ken Goldberg, Joseph Gonzalez |
| 2020 | AISTATS | ChemBO: Bayesian Optimization of Small Organic Molecules with Synthesizable Recommendations. | Ksenia Korovina, Sailun Xu, Kirthevasan Kandasamy, Willie Neiswanger, Barnabs Pczos, Jeff Schneider, Eric P. Xing |
| 2019 | AISTATS | Noisy Blackbox Optimization using Multi-fidelity Queries: A Tree Search Approach. | Rajat Sen, Kirthevasan Kandasamy, Sanjay Shakkottai |
| 2019 | ICML | Myopic Posterior Sampling for Adaptive Goal Oriented Design of Experiments. | Kirthevasan Kandasamy, Willie Neiswanger, Reed Zhang, Akshay Krishnamurthy, Jeff Schneider, Barnabs Pczos |
| 2019 | UAI | A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations. | Biswajit Paria, Kirthevasan Kandasamy, Barnabs Pczos |
| 2018 | AISTATS | Parallelised Bayesian Optimisation via Thompson Sampling. | Kirthevasan Kandasamy, Akshay Krishnamurthy, Jeff Schneider, Barnabs Pczos |
| 2018 | ICML | Multi-Fidelity Black-Box Optimization with Hierarchical Partitions. | Rajat Sen, Kirthevasan Kandasamy, Sanjay Shakkottai |
| 2017 | ICLR | Batch Policy Gradient Methods for Improving Neural Conversation Models. | Kirthevasan Kandasamy, Yoram Bachrach, Ryota Tomioka, Daniel Tarlow, David Carter |
| 2017 | ICML | Multi-fidelity Bayesian Optimisation with Continuous Approximations. | Kirthevasan Kandasamy, Gautam Dasarathy, Jeff G. Schneider, Barnabs Pczos |
| 2016 | AISTATS | High Dimensional Bayesian Optimization via Restricted Projection Pursuit Models. | Chun-Liang Li, Kirthevasan Kandasamy, Barnabs Pczos, Jeff G. Schneider |
| 2016 | ICML | Additive Approximations in High Dimensional Nonparametric Regression via the SALSA. | Kirthevasan Kandasamy, Yaoliang Yu |
| 2015 | AISTATS | On Estimating L22 Divergence. | Akshay Krishnamurthy, Kirthevasan Kandasamy, Barnabs Pczos, Larry A. Wasserman |
| 2015 | ICML | High Dimensional Bayesian Optimisation and Bandits via Additive Models. | Kirthevasan Kandasamy, Jeff G. Schneider, Barnabs Pczos |
| 2015 | IJCAI | Bayesian Active Learning for Posterior Estimation - IJCAI-15 Distinguished Paper. | Kirthevasan Kandasamy, Jeff G. Schneider, Barnabs Pczos |
| 2014 | ICML | Nonparametric Estimation of Renyi Divergence and Friends. | Akshay Krishnamurthy, Kirthevasan Kandasamy, Barnabs Pczos, Larry A. Wasserman |
| 2012 | ICTAI | Latent Beta Topographic Mapping. | Kirthevasan Kandasamy |