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Poster
Tue 4:30 SelfIE: Self-Interpretation of Large Language Model Embeddings
Haozhe Chen · Carl Vondrick · Chengzhi Mao
Affinity Workshop
Mon 1:00 A Self-Interpretable Obfuscated Malware Detection System based on Memory Analysis and Self-Supervised Tabular Learning
Affinity Workshop
A Self-Interpretable Obfuscated Malware Detection System based on Memory Analysis and Self-Supervised Tabular Learning
Josue Genaro Almaraz-Rivera · Jose Antonio Cantoral-Ceballos · Juan Botero · Jesus Perez-Diaz
Oral
Wed 2:00 Interpreting and Improving Large Language Models in Arithmetic Calculation
Wei Zhang · Wan Chaoqun · Yonggang Zhang · Yiu Ming Cheung · Xinmei Tian · Xu Shen · Jieping Ye
Poster
Wed 2:30 Semantically-correlated memories in a dense associative model
Thomas F Burns
Poster
Thu 4:30 How Interpretable Are Interpretable Graph Neural Networks?
Yongqiang Chen · Yatao Bian · Bo Han · James Cheng
Poster
Wed 2:30 Position: Explain to Question not to Justify
Przemyslaw Biecek · Wojciech Samek
Poster
Thu 4:30 Provably Better Explanations with Optimized Aggregation of Feature Attributions
Thomas Decker · Ananta Bhattarai · Jindong Gu · Volker Tresp · Florian Buettner
Poster
Thu 4:30 Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning
Jannik Deuschel · Caleb Ellington · Yingtao Luo · Ben Lengerich · Pascal Friederich · Eric Xing
Poster
Tue 4:30 Explaining Probabilistic Models with Distributional Values
Luca Franceschi · Michele Donini · Cedric Archambeau · Matthias Seeger
Poster
Wed 4:30 Interpretability Illusions in the Generalization of Simplified Models
Dan Friedman · Andrew Lampinen · Lucas Dixon · Danqi Chen · Asma Ghandeharioun
Poster
Wed 4:30 Feature Attribution with Necessity and Sufficiency via Dual-stage Perturbation Test for Causal Explanation
Xuexin Chen · Ruichu Cai · Zhengting Huang · Yuxuan Zhu · Julien Horwood · Zhifeng Hao · Zijian Li · Jose Miguel Hernandez-Lobato