March 2025-October 2025 Mentor: Saurabh Goyal, Nipun Kwatra and Ramachandran Ramjee
Scalable and distributed efficient training of GNNs
Recommended citation: D. Deshmukh, S. Goyal, N. Kwatra, and R. Ramjee, "Kascade: A Practical Sparse Attention Method for Long-Context LLM Inference," arXiv preprint arXiv:2512.16391, 2025 https://arxiv.org/abs/2512.16391
January 2023-July 2023 Mentor: Dr. Gagan Raj Gupta and Dr. Vishwesh Jatala
Scalable and distributed efficient training of GNNs
Recommended citation: D. Deshmukh, G. R. Gupta, M. Chawla, V. Jatala and A. Haldar, "Entropy Aware Training for Fast and Accurate Distributed GNN," 2023 IEEE International Conference on Data Mining (ICDM), Shanghai, China, 2023, pp. 986-991 https://arxiv.org/abs/2311.02399
October 2022-December 2022 Mentor: Dr. Dhiman Saha
Understanding and cryptanalysing the LED cipher
January 2022-May 2022 Mentor: Dr. Gagan Raj Gupta
Analyzing and comparing the scalability and efficiency of different URL shortener designs
October 2021-January 2022 Mentor: Dr. Vishwesh Jatala
Designing a memory efficient CNN training framework to train large CNNs on a single GPU