no code implementations • WMT (EMNLP) 2020 • Vikrant Goyal, Anoop Kunchukuttan, Rahul Kejriwal, Siddharth Jain, Amit Bhagwat
We describe our submission for the English→Tamil and Tamil→English news translation shared task.
1 code implementation • 17 Nov 2023 • S. VenkataKeerthy, Siddharth Jain, Umesh Kalvakuntla, Pranav Sai Gorantla, Rajiv Shailesh Chitale, Eugene Brevdo, Albert Cohen, Mircea Trofin, Ramakrishna Upadrasta
There is a growing interest in enhancing compiler optimizations with ML models, yet interactions between compilers and ML frameworks remain challenging.
no code implementations • 12 Nov 2023 • Bijan Mazaheri, Siddharth Jain, Matthew Cook, Jehoshua Bruck
We explore what we call ``omitted label contexts,'' in which training data is limited to a subset of the possible labels.
no code implementations • 5 Apr 2022 • S. VenkataKeerthy, Siddharth Jain, Anilava Kundu, Rohit Aggarwal, Albert Cohen, Ramakrishna Upadrasta
We aim to automate decades of research and experience in register allocation, leveraging machine learning.
Hierarchical Reinforcement Learning Multi-agent Reinforcement Learning +2
no code implementations • 15 Jul 2021 • Bijan Mazaheri, Siddharth Jain, Jehoshua Bruck
Consider multiple experts with overlapping expertise working on a classification problem under uncertain input.
1 code implementation • EACL 2021 • Anoop Kunchukuttan, Siddharth Jain, Rahul Kejriwal
We take up the task of large-scale evaluation of neural machine transliteration between English and Indic languages, with a focus on multilingual transliteration to utilize orthographic similarity between Indian languages.
1 code implementation • NeurIPS 2020 • Bijan Mazaheri, Siddharth Jain, Jehoshua Bruck
Varying domains and biased datasets can lead to differences between the training and the target distributions, known as covariate shift.
no code implementations • 22 Apr 2020 • Netanel Raviv, Siddharth Jain, Pulakesh Upadhyaya, Jehoshua Bruck, Anxiao Jiang
By our approach, either the data or internal layers of the DNN are coded with error correcting codes, and successful computation under noise is guaranteed.
no code implementations • 9 Jan 2020 • Netanel Raviv, Siddharth Jain, Jehoshua Bruck
Data is one of the most important assets of the information age, and its societal impact is undisputed.
no code implementations • LREC 2014 • Siddharth Jain, Archna Bhatia, Angelique Rein, Eduard Hovy
In this paper, we present a new corpus for social roles in online contentious discussions.