Search Results for author: Abdus Salam Azad

Found 2 papers, 1 papers with code

CLUTR: Curriculum Learning via Unsupervised Task Representation Learning

1 code implementation • 19 Oct 2022 • Abdus Salam Azad, Izzeddin Gur, Jasper Emhoff, Nathaniel Alexis, Aleksandra Faust, Pieter Abbeel, Ion Stoica

Recently, Unsupervised Environment Design (UED) emerged as a new paradigm for zero-shot generalization by simultaneously learning a task distribution and agent policies on the generated tasks.

Reinforcement Learning (RL) Representation Learning +1

Paper
Code

Scenic4RL: Programmatic Modeling and Generation of Reinforcement Learning Environments

no code implementations • 18 Jun 2021 • Abdus Salam Azad, Edward Kim, Qiancheng Wu, Kimin Lee, Ion Stoica, Pieter Abbeel, Sanjit A. Seshia

To showcase the benefits, we interfaced SCENIC to an existing RTS environment Google Research Football(GRF) simulator and introduced a benchmark consisting of 32 realistic scenarios, encoded in SCENIC, to train RL agents and testing their generalization capabilities.

reinforcement-learning Reinforcement Learning (RL)

Paper
Add Code

Cannot find the paper you are looking for? You can Submit a new open access paper.