Saravanan Kandasamy

According to our database, Saravanan Kandasamy authored at least 8 papers between 2018 and 2023.

Collaborative distances:

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

2023

Sample Complexity of Distinguishing Cause from Effect.

Jayadev Acharya, Sourbh Bhadane, Arnab Bhattacharyya, Saravanan Kandasamy, Ziteng Sun

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

Efficient interventional distribution learning in the PAC framework.

Arnab Bhattacharyya, Sutanu Gayen, Saravanan Kandasamy, Vedant Raval, N. Variyam Vinodchandran

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

Efficient inference of interventional distributions.

Arnab Bhattacharyya, Sutanu Gayen, Saravanan Kandasamy, Vedant Raval, N. V. Vinodchandran

CoRR, 2021

Testing Product Distributions: A Closer Look.

Arnab Bhattacharyya, Sutanu Gayen, Saravanan Kandasamy, N. V. Vinodchandran

Proceedings of the Algorithmic Learning Theory, 2021

2020

Efficiently Learning and Sampling Interventional Distributions from Observations.

Arnab Bhattacharyya, Sutanu Gayen, Saravanan Kandasamy, Ashwin Maran, N. V. Vinodchandran

CoRR, 2020

Learning and Sampling of Atomic Interventions from Observations.

Arnab Bhattacharyya, Sutanu Gayen, Saravanan Kandasamy, Ashwin Maran, N. Variyam Vinodchandran

Proceedings of the 37th International Conference on Machine Learning, 2020

2019

Minimum Intervention Cover of a Causal Graph.

Saravanan Kandasamy, Arnab Bhattacharyya, Vasant G. Honavar

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Learning and Testing Causal Models with Interventions.

Jayadev Acharya, Arnab Bhattacharyya, Constantinos Daskalakis, Saravanan Kandasamy

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018