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babyai

BabyAI platform. A testbed for training agents to understand and execute language commands.

deepcubea

Code for DeepCubeA, a Deep Reinforcement Learning algorithm that can learn to solve the Rubik's cube.

demo2program

An official TensorFlow implementation of "Neural Program Synthesis from Diverse Demonstration Videos" (ICML 2018) by Shao-Hua Sun, Hyeonwoo Noh, Sriram Somasundaram, and Joseph J. Lim

e3ferminet

E(3)-equivariant neural network ansatz for molecular VMC calculations

ec

grammar-sketching

Using Sketch to learn natural language syntax.

leaps

Code for Learning to Synthesize Programs as Interpretable and Generalizable Policies in NeurIPS 2021

lemma

LEMMA: Bootstrapping High-Level Mathematical Reasoning with Learned Symbolic Abstractions

love

Code for the paper "Learning Options via Compression" at NeurIPS 2022

nestedness-stability

Code for the paper "MaxEnt energy flow model predicts increased stability in nested bipartite food webs"

network-flow-model

Contains code used in the analysis of the project on modeling flow distribution in a bipartite flow network

reaction_condition_recommendation

Code for training machine learning model for reaction condition prediction

rl-skill-theory

Experiments supporting the paper "When Do Skills Help Reinforcement Learning? A Theoretical Analysis of Temporal Abstractions"

rubikscubegym

OpenAI Gym environments for various twisty puzzles

sjammathletes.github.io

socratic-tutor

Math tutor based on question asking

substitution-cipher-decoder

Decoder for substitution ciphers. Final project for MIT 6.7800 (6.437).