Neural-guided, Bidirectional Program Search for Abstraction and Reasoning

no code implementations • 22 Oct 2021 • Simon Alford, Anshula Gandhi, Akshay Rangamani, Andrzej Banburski, Tony Wang, Sylee Dandekar, John Chin, Tomaso Poggio, Peter Chin

More specifically, we extend existing execution-guided program synthesis approaches with deductive reasoning based on function inverse semantics to enable a neural-guided bidirectional search algorithm.

Program Synthesis Visual Reasoning

Dreaming with ARC

no code implementations • NeurIPS Workshop LMCA 2020 • Andrzej Banburski, Anshula Gandhi, Simon Alford, Sylee Dandekar, Sang Chin, tomaso a poggio

We argue that this can be achieved by a modular system –– one that can adapt to solving different problems by changing only the modules chosen and the order in which those modules are applied to the problem.

Object Recognition Program Synthesis