Search Results for author: Dhruv Kayastha

Found 2 papers, 2 papers with code

Explain Your Move: Understanding Agent Actions Using Focused Feature Saliency

1 code implementation ICLR 2020 Piyush Gupta, Nikaash Puri, Sukriti Verma, Dhruv Kayastha, Shripad Deshmukh, Balaji Krishnamurthy, Sameer Singh

We show through illustrative examples (Chess, Atari, Go), human studies (Chess), and automated evaluation methods (Chess) that our approach generates saliency maps that are more interpretable for humans than existing approaches.

Atari Games Board Games +2

Explain Your Move: Understanding Agent Actions Using Specific and Relevant Feature Attribution

2 code implementations23 Dec 2019 Nikaash Puri, Sukriti Verma, Piyush Gupta, Dhruv Kayastha, Shripad Deshmukh, Balaji Krishnamurthy, Sameer Singh

We show through illustrative examples (Chess, Atari, Go), human studies (Chess), and automated evaluation methods (Chess) that SARFA generates saliency maps that are more interpretable for humans than existing approaches.

Atari Games Board Games +2

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