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Spotlight
Wed Jul 20 02:30 AM -- 02:35 AM (KST) @ Ballroom 3 & 4
Meaningfully debugging model mistakes using conceptual counterfactual explanations
In SA: Accountability, Transparency and Interpretability
Abubakar Abid · Mert Yuksekgonul · James Zou
Spotlight
Wed Jul 20 02:35 AM -- 02:40 AM (KST) @ Ballroom 3 & 4
Measuring the Effect of Training Data on Deep Learning Predictions via Randomized Experiments
In SA: Accountability, Transparency and Interpretability
Jinkun Lin · Anqi Zhang · Mathias Lécuyer · Jinyang Li · Aurojit Panda · Siddhartha Sen
Spotlight
Wed Jul 20 02:40 AM -- 02:45 AM (KST) @ Ballroom 3 & 4
Robust Counterfactual Explanations for Tree-Based Ensembles
In SA: Accountability, Transparency and Interpretability
Sanghamitra Dutta · Jason Long · Saumitra Mishra · Cecilia Tilli · Daniele Magazzeni
Spotlight
Wed Jul 20 02:45 AM -- 02:50 AM (KST) @ Ballroom 3 & 4
A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions
In SA: Accountability, Transparency and Interpretability
Daniel Lundstrom · Tianjian Huang · Meisam Razaviyayn
Spotlight
Wed Jul 20 02:50 AM -- 02:55 AM (KST) @ Ballroom 3 & 4
Estimating and Penalizing Induced Preference Shifts in Recommender Systems
In SA: Accountability, Transparency and Interpretability
Micah Carroll · Anca Dragan · Stuart Russell · Dylan Hadfield-Menell
Spotlight
Wed Jul 20 02:55 AM -- 03:00 AM (KST) @ Ballroom 3 & 4
Framework for Evaluating Faithfulness of Local Explanations
In SA: Accountability, Transparency and Interpretability
Sanjoy Dasgupta · Nave Frost · Michal Moshkovitz
Spotlight
Wed Jul 20 03:00 AM -- 03:05 AM (KST) @ Ballroom 3 & 4
A Consistent and Efficient Evaluation Strategy for Attribution Methods
In SA: Accountability, Transparency and Interpretability
Yao Rong · Tobias Leemann · Vadim Borisov · Gjergji Kasneci · Enkelejda Kasneci
Oral
Wed Jul 20 03:05 AM -- 03:25 AM (KST) @ Ballroom 3 & 4
Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four
In SA: Accountability, Transparency and Interpretability
Stephan Wäldchen · Sebastian Pokutta · Felix Huber
Spotlight
Wed Jul 20 03:25 AM -- 03:30 AM (KST) @ Ballroom 3 & 4
Label-Descriptive Patterns and Their Application to Characterizing Classification Errors
In SA: Accountability, Transparency and Interpretability
Michael Hedderich · Jonas Fischer · Dietrich Klakow · Jilles Vreeken
Spotlight
Wed Jul 20 03:30 AM -- 03:35 AM (KST) @ Ballroom 3 & 4
XAI for Transformers: Better Explanations through Conservative Propagation
In SA: Accountability, Transparency and Interpretability
Ameen Ali · Thomas Schnake · Oliver Eberle · Grégoire Montavon · Klaus-robert Mueller · Lior Wolf
Spotlight
Wed Jul 20 03:35 AM -- 03:40 AM (KST) @ Ballroom 3 & 4
Quantification and Analysis of Layer-wise and Pixel-wise Information Discarding
In SA: Accountability, Transparency and Interpretability
Haotian Ma · Hao Zhang · Fan Zhou · Yinqing Zhang · Quanshi Zhang
Spotlight
Wed Jul 20 03:40 AM -- 03:45 AM (KST) @ Ballroom 3 & 4
Interpretable Off-Policy Learning via Hyperbox Search
In SA: Accountability, Transparency and Interpretability
Daniel Tschernutter · Tobias Hatt · Stefan Feuerriegel
Spotlight
Wed Jul 20 03:45 AM -- 03:50 AM (KST) @ Ballroom 3 & 4
Neuron Dependency Graphs: A Causal Abstraction of Neural Networks
In SA: Accountability, Transparency and Interpretability
Yaojie Hu · Jin Tian
Spotlight
Wed Jul 20 03:50 AM -- 03:55 AM (KST) @ Ballroom 3 & 4
On the Adversarial Robustness of Causal Algorithmic Recourse
In SA: Accountability, Transparency and Interpretability
Ricardo Dominguez-Olmedo · Amir Karimi · Bernhard Schölkopf
Spotlight
Wed Jul 20 03:55 AM -- 04:00 AM (KST) @ Ballroom 3 & 4
Knowledge-Grounded Self-Rationalization via Extractive and Natural Language Explanations
In SA: Accountability, Transparency and Interpretability
Bodhisattwa Prasad Majumder · Oana-Maria Camburu · Thomas Lukasiewicz · Julian McAuley