Search Results for author: Rohit Dwivedula

Found 3 papers, 1 papers with code

C3: Learning Congestion Controllers with Formal Certificates

no code implementations14 Dec 2024 Chenxi Yang, Divyanshu Saxena, Rohit Dwivedula, Kshiteej Mahajan, Swarat Chaudhuri, Aditya Akella

Learning-based congestion controllers offer better adaptability compared to traditional heuristic algorithms.

Accelerating Distributed Deep Learning using Lossless Homomorphic Compression

1 code implementation12 Feb 2024 Haoyu Li, Yuchen Xu, Jiayi Chen, Rohit Dwivedula, Wenfei Wu, Keqiang He, Aditya Akella, Daehyeok Kim

As deep neural networks (DNNs) grow in complexity and size, the resultant increase in communication overhead during distributed training has become a significant bottleneck, challenging the scalability of distributed training systems.

Computational Efficiency Deep Learning

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