Search Results for author: Ademi Adeniji

Found 3 papers, 2 papers with code

Language Reward Modulation for Pretraining Reinforcement Learning

1 code implementation23 Aug 2023 Ademi Adeniji, Amber Xie, Carmelo Sferrazza, Younggyo Seo, Stephen James, Pieter Abbeel

Using learned reward functions (LRFs) as a means to solve sparse-reward reinforcement learning (RL) tasks has yielded some steady progress in task-complexity through the years.

reinforcement-learning Reinforcement Learning +2

Skill-Based Reinforcement Learning with Intrinsic Reward Matching

1 code implementation14 Oct 2022 Ademi Adeniji, Amber Xie, Pieter Abbeel

While unsupervised skill discovery has shown promise in autonomously acquiring behavioral primitives, there is still a large methodological disconnect between task-agnostic skill pretraining and downstream, task-aware finetuning.

reinforcement-learning Reinforcement Learning +3

Recurrent Control Nets for Deep Reinforcement Learning

no code implementations6 Jan 2019 Vincent Liu, Ademi Adeniji, Nathaniel Lee, Jason Zhao, Mario Srouji

Central Pattern Generators (CPGs) are biological neural circuits capable of producing coordinated rhythmic outputs in the absence of rhythmic input.

Deep Reinforcement Learning reinforcement-learning +1

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