| 2026 | COLT | Invited Open Problem: Online Optimization of Piecewise-Lipschitz Functions with Applications to Data-Driven Algorithm Design. | Maria-Florina Balcan, Wesley Pegden, Dravyansh Sharma |
| 2025 | AAAI | Offline-to-Online Hyperparameter Transfer for Stochastic Bandits. | Dravyansh Sharma, Arun Suggala |
| 2025 | ICML | PAC Learning with Improvements. | Idan Attias, Avrim Blum, Keziah Naggita, Donya Saless, Dravyansh Sharma, Matthew R. Walter |
| 2025 | IJCAI | Learning Accurate and Interpretable Decision Trees (Extended Abstract). | Maria-Florina Balcan, Dravyansh Sharma |
| 2025 | UAI | Tuning Algorithmic and Architectural Hyperparameters in Graph-Based Semi-Supervised Learning with Provable Guarantees. | Ally Yalei Du, Eric Huang, Dravyansh Sharma |
| 2024 | AAAI | No Internal Regret with Non-convex Loss Functions. | Dravyansh Sharma |
| 2024 | UAI | Learning Accurate and Interpretable Decision Trees. | Maria-Florina Balcan, Dravyansh Sharma |
| 2023 | UAI | Efficiently learning the graph for semi-supervised learning. | Dravyansh Sharma, Maxwell Jones |
| 2022 | COLT | Robustly-reliable learners under poisoning attacks. | Maria-Florina Balcan, Avrim Blum, Steve Hanneke, Dravyansh Sharma |
| 2020 | AISTATS | Learning piecewise Lipschitz functions in changing environments. | Dravyansh Sharma, Maria-Florina Balcan, Travis Dick |
| 2019 | Interspeech | Better Morphology Prediction for Better Speech Systems. | Dravyansh Sharma, Melissa Wilson, Antoine Bruguier |
| 2018 | Interspeech | Dictionary Augmented Sequence-to-Sequence Neural Network for Grapheme to Phoneme Prediction. | Antoine Bruguier, Anton Bakhtin, Dravyansh Sharma |
| 2018 | Interspeech | On Training and Evaluation of Grapheme-to-Phoneme Mappings with Limited Data. | Dravyansh Sharma |
| 2015 | ICML | On Greedy Maximization of Entropy. | Dravyansh Sharma, Ashish Kapoor, Amit Deshpande |