Ramnath Kumar

According to our database, Ramnath Kumar authored at least 11 papers between 2019 and 2026.

Collaborative distances:

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

2026

FlexAct: Why Learn when you can Pick?

Ramnath Kumar, Kyle Ritscher, Junmin Judy, Lawrence Liu, Cho-Jui Hsieh

CoRR, January, 2026

FastLane: Efficient Routed Systems for Late-Interaction Retrieval.

Ramnath Kumar, Prateek Jain, Cho-Jui Hsieh

CoRR, January, 2026

2024

Introspective Experience Replay: Look Back When Surprised.

Ramnath Kumar, Dheeraj Mysore Nagaraj

Trans. Mach. Learn. Res., 2024

Stochastic Re-weighted Gradient Descent via Distributionally Robust Optimization.

Ramnath Kumar, Kushal Majmundar, Dheeraj Mysore Nagaraj, Arun Sai Suggala

Trans. Mach. Learn. Res., 2024

EHI: End-to-end Learning of Hierarchical Index for Efficient Dense Retrieval.

Ramnath Kumar, Anshul Mittal, Nilesh Gupta, Aditya Kusupati, Inderjit S. Dhillon, Prateek Jain

Trans. Mach. Learn. Res., 2024

On the Limits of Multi-modal Meta-Learning with Auxiliary Task Modulation Using Conditional Batch Normalization.

Jordi Armengol-Estapé, Vincent Michalski, Ramnath Kumar, Pierre-Luc St-Charles, Doina Precup, Samira Ebrahimi Kahou

CoRR, 2024

2023

The Effect of Diversity in Meta-Learning.

Ramnath Kumar, Tristan Deleu, Yoshua Bengio

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

2022

Look Back When Surprised: Stabilizing Reverse Experience Replay for Neural Approximation.

Ramnath Kumar, Dheeraj Nagaraj

CoRR, 2022

Rethinking Learning Dynamics in RL using Adversarial Networks.

Ramnath Kumar, Tristan Deleu, Yoshua Bengio

CoRR, 2022

2020

eDarkFind: Unsupervised Multi-view Learning for Sybil Account Detection.

Ramnath Kumar, Shweta Yadav, Raminta Daniulaityte, Francois R. Lamy, Krishnaprasad Thirunarayan, Usha Lokala, Amit P. Sheth

Proceedings of the WWW '20: The Web Conference 2020, Taipei, Taiwan, April 20-24, 2020, 2020

2019

Temporal Dynamics and Spatial Content in IoT Malware detection.

Ramnath Kumar, G. Geethakumari

Proceedings of the TENCON 2019, 2019