← authors · overview

• A Survey of Reinforcement Learning Informed by Natural Language
  2019 · 308 citations
• Modular Multitask Reinforcement Learning with Policy Sketches
  2016 · 229 citations
• Lora Vs Full Fine-tuning: An Illusion Of Equivalence
  2024 · 88 citations
• Guiding Pretraining in Reinforcement Learning with Large Language Models
  2023 · 39 citations
• Can Deep Reinforcement Learning Solve Erdos-Selfridge-Spencer Games?
  2017 · 12 citations
• Guiding Policies with Language via Meta-Learning
  2018 · 8 citations
• Interpreting User Requests In The Context Of Natural Language Standing Instructions
  2023 · 5 citations
• Adaptive Language-Guided Abstraction from Contrastive Explanations
  2024 · 1 citations
• Code-enabled language models can outperform reasoning models on diverse tasks
  2025
• Automated Detection of Visual Attribute Reliance with a Self-Reflective Agent
  2025
• Beyond Binary Rewards: Training LMs to Reason About Their Uncertainty
  2025
• Self-Steering Language Models
  2025
• Beyond Binary Rewards: Training LMs to Reason About Their Uncertainty
  2025
• Toward a Visual Concept Vocabulary for GAN Latent Space
  2021
• Teachable Reinforcement Learning via Advice Distillation
  2022