Adobe Media and Data Science Research (MDSR) Laboratory
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Automatic Essay Scoring Systems are Both Overstable and Oversensitive: Explaining Why and Proposing Defenses
Deep-learning based Automatic Essay Scoring (AES) systems are being actively used in various high-stake applications in education and …
Yaman Kumar Singla
,
Swapnil Parekh
,
Somesh Singh
,
Junyi Jessy Li
,
Rajiv Ratn Shah
,
Changyou Chen
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Attributional Robustness Training using Input-Gradient Spatial Alignment
Interpretability is an emerging area of research in trustworthy machine learning. Safe deployment of machine learning system mandates …
Mayank Singh
,
Nupur Kumari
,
Puneet Mangla
,
Abhishek Sinha
,
Vineeth N Balasubramanian
,
Balaji Krishnamurthy
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Explain Your Move: Understanding Agent Actions Using Specific and Relevant Feature Attribution
As deep reinforcement learning (RL) is applied to more tasks, there is a need to visualize and understand the behavior of learned …
Nikaash Puri
,
Sukriti Verma
,
Piyush Gupta
,
Dhruv Kayastha
,
Shripad Deshmukh
,
Balaji Krishnamurthy
,
Sameer Singh
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