no code implementations • NeurIPS 2021 • Rohan Mukherjee, Yeming Wen, Dipak Chaudhari, Thomas W. Reps, Swarat Chaudhuri, Chris Jermaine
State-of-the-art neural models of source code tend to be evaluated on the generation of individual expressions and lines of code, and commonly fail on long-horizon tasks such as the generation of entire method bodies.
1 code implementation • 17 Apr 2020 • Arkabandhu Chowdhury, Dipak Chaudhari, Swarat Chaudhuri, Chris Jermaine
We present a new approach, called meta-meta classification, to learning in small-data settings.
2 code implementations • NeurIPS 2018 • Lazar Valkov, Dipak Chaudhari, Akash Srivastava, Charles Sutton, Swarat Chaudhuri
We present a neurosymbolic framework for the lifelong learning of algorithmic tasks that mix perception and procedural reasoning.