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Poster
Wed 17:00 Learning to Deceive Knowledge Graph Augmented Models via Targeted Perturbation
Mrigank Raman · Aaron Chan · Siddhant Agarwal · PeiFeng Wang · Hansen Wang · Sungchul Kim · Ryan Rossi · Handong Zhao · Nedim Lipka · Xiang Ren
Oral
Mon 19:15 Contrastive Explanations for Reinforcement Learning via Embedded Self Predictions
Zhengxian Lin · Kin-Ho Lam · Alan Fern
Poster
Thu 1:00 Contrastive Explanations for Reinforcement Learning via Embedded Self Predictions
Zhengxian Lin · Kin-Ho Lam · Alan Fern
Poster
Mon 9:00 Shapley Explanation Networks
Rui Wang · Xiaoqian Wang · David Inouye
Poster
Wed 17:00 Evaluations and Methods for Explanation through Robustness Analysis
Cheng-Yu Hsieh · Chih-Kuan Yeh · Xuanqing Liu · Pradeep K Ravikumar · Seungyeon Kim · Sanjiv Kumar · Cho-Jui Hsieh
Poster
Mon 17:00 Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting
Sayna Ebrahimi · Suzanne Petryk · Akash Gokul · William Gan · Joseph E Gonzalez · Marcus Rohrbach · trevor darrell
Poster
Mon 9:00 Learning "What-if" Explanations for Sequential Decision-Making
Ioana Bica · Daniel Jarrett · Alihan Hüyük · Mihaela van der Schaar
Poster
Tue 17:00 Debiasing Concept-based Explanations with Causal Analysis
Mohammad Taha Bahadori · David Heckerman
Poster
Mon 9:00 Learning explanations that are hard to vary
Giambattista Parascandolo · Alexander Neitz · Antonio Orvieto · Luigi Gresele · Bernhard Schoelkopf
Poster
Thu 17:00 Evaluation of Similarity-based Explanations
Kazuaki Hanawa · Sho Yokoi · Satoshi Hara · Kentaro Inui
Poster
Mon 9:00 Scaling Symbolic Methods using Gradients for Neural Model Explanation
Subham Sahoo · Subhashini Venugopalan · Li Li · Rishabh Singh · Patrick Riley
Poster
Mon 9:00 On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines
Marius Mosbach · Maksym Andriushchenko · Dietrich Klakow