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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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Automatic Essay Scoring Systems are Both Overstable and Oversensitive: Explaining Why and Proposing Defenses
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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