Ayush Sawarni

According to our database, Ayush Sawarni authored at least 11 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

CausalReasoningBenchmark: A Real-World Benchmark for Disentangled Evaluation of Causal Identification and Estimation.

Ayush Sawarni, Jiyuan Tan, Vasilis Syrgkanis

CoRR, February, 2026

Statistical Inference and Learning for Shapley Additive Explanations (SHAP).

Justin Whitehouse, Ayush Sawarni, Vasilis Syrgkanis

CoRR, February, 2026

2025

Policy Learning with Abstention.

Ayush Sawarni, Jikai Jin, Justin Whitehouse, Vasilis Syrgkanis

CoRR, October, 2025

Preference Learning with Response Time.

Ayush Sawarni, Sahasrajit Sarmasarkar, Vasilis Syrgkanis

CoRR, May, 2025

Preference Learning with Response Time: Robust Losses and Guarantees.

Ayush Sawarni, Sahasrajit Sarmasarkar, Vasilis Syrgkanis

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

2024

Optimal Regret with Limited Adaptivity for Generalized Linear Contextual Bandits.

Ayush Sawarni, Nirjhar Das, Siddharth Barman, Gaurav Sinha

CoRR, 2024

Generalized Linear Bandits with Limited Adaptivity.

Ayush Sawarni, Nirjhar Das, Siddharth Barman, Gaurav Sinha

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

Nash Regret Guarantees for Linear Bandits.

Ayush Sawarni, Soumybrata Pal, Siddharth Barman

CoRR, 2023

Learning good interventions in causal graphs via covering.

Ayush Sawarni, Rahul Madhavan, Gaurav Sinha, Siddharth Barman

Proceedings of the Uncertainty in Artificial Intelligence, 2023

Nash Regret Guarantees for Linear Bandits.

Ayush Sawarni, Soumyabrata Pal, Siddharth Barman

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Fairness and Welfare Quantification for Regret in Multi-Armed Bandits.

Siddharth Barman, Arindam Khan, Arnab Maiti, Ayush Sawarni

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023