Prashan Madumal

3 papers · 2020–2021 · 1 venue · across top CS/AI venues

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Achievements

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🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

Venues

AAAI (3)

Top co-authors

Tim Miller (2) Ruihan Zhang (1) Liz Sonenberg (1) Krista A. Ehinger (1) Frank Vetere (1) Benjamin I. P. Rubinstein (1)

Research topics

Artificial Intelligence (3) Core AI (3) Deep Learning (2) Learning Types · Deep Learning (2) Computer Vision (1) Knowledge & Reasoning (1) Machine Learning (1) Reinforcement Learning (1) Analysis (1) Learning Types · Machine Learning (1) Methods (1) Reasoning (1)

Keywords

causal model (2) reinforcement learning (2) causal inference (2) explainable ai (1) feature importance (1) counterfactual reasoning (1) structural causal model (1) non-negative matrix factorization (1) agent system (1) explainable artificial intelligence (1) causal modeling (1) cognitive science (1) cognitive psychology (1) counterfactual analysis (1) explainable reinforcement learning (1) concept activation vector (1) explanation framework (1) concept-based explanation (1) explanation generation (1)

Papers

Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors AAAI 2021 Explainable Agency in Reinforcement Learning Agents AAAI 2020 Explainable Reinforcement Learning through a Causal Lens AAAI 2020