David Roberts

2 papers · 2020–2025 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 📈 Trend Setter

Venues

ACML (1) ICML (1)

Top co-authors

Jianxun Wang (2) Leonardo Villalobos-Arias (1) Andinet Enquobahrie (1) Arnav Jhala (1) Grant Collier Forbes (1)

Research topics

Artificial Intelligence (1) Healthcare & Medicine (1) Machine Learning (1) Reinforcement Learning (1) Robotics (1) Application Areas (1) Applications · Robotics (1) Applications · Reinforcement Learning (1) Clinical (1) Core AI (1) Learning Types (1) Methods (1) Optimization & Theory (1)

Keywords

offline reinforcement learning (1) distribution shift (1) intrinsic motivation (1) reward shaping (1) bayesian neural network (1) electronic health record (1) actor-critic framework (1) potential-based reward shaping (1) treatment recommendation (1) continuous treatment dose (1) action-dependent (1) montezuma's revenge (1) optimality preserving (1)

Papers

Action-Dependent Optimality-Preserving Reward Shaping ICML 2025 Inferring Continuous Treatment Doses from Historical Data via Model-Based Entropy-Regularized Reinforcement Learning ACML 2020