no code implementations • ICLR 2022 • Guiliang Liu, Ashutosh Adhikari, Amir-Massoud Farahmand, Pascal Poupart
The advancement of dynamics models enables model-based planning in complex environments.
no code implementations • WS 2020 • Ashutosh Adhikari, Achyudh Ram, Raphael Tang, William L. Hamilton, Jimmy Lin
Fine-tuned variants of BERT are able to achieve state-of-the-art accuracy on many natural language processing tasks, although at significant computational costs.
1 code implementation • NeurIPS 2020 • Ashutosh Adhikari, Xingdi Yuan, Marc-Alexandre Côté, Mikuláš Zelinka, Marc-Antoine Rondeau, Romain Laroche, Pascal Poupart, Jian Tang, Adam Trischler, William L. Hamilton
Playing text-based games requires skills in processing natural language and sequential decision making.
1 code implementation • NAACL 2019 • Ashutosh Adhikari, Achyudh Ram, Raphael Tang, Jimmy Lin
Neural network models for many NLP tasks have grown increasingly complex in recent years, making training and deployment more difficult.
Ranked #2 on Document Classification on IMDb-M
3 code implementations • 17 Apr 2019 • Ashutosh Adhikari, Achyudh Ram, Raphael Tang, Jimmy Lin
We present, to our knowledge, the first application of BERT to document classification.
Ranked #1 on Document Classification on Yelp-14
no code implementations • NIPS Workshop CDNNRIA 2018 • Raphael Tang, Ashutosh Adhikari, Jimmy Lin
There exists a plethora of techniques for inducing structured sparsity in parametric models during the optimization process, with the final goal of resource-efficient inference.