xxAI@ICML

Keyphrases

Publications

volume 13200, 2022

xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers xxAI@ICML 13200 (2022)

2020

Bolei Zhou
Interpreting Generative Adversarial Networks for Interactive Image Generation. xxAI@ICML (2020)
Chun-Hua Tsai, John M. Carroll
Logic and Pragmatics in AI Explanation. xxAI@ICML (2020)
Sarah Adel Bargal, Andrea Zunino, Vitali Petsiuk, Jianming Zhang, Vittorio Murino, Stan Sclaroff, Kate Saenko
Beyond the Visual Analysis of Deep Model Saliency. xxAI@ICML (2020)
Leonard Salewski, A. Sophia Koepke, Hendrik P. A. Lensch, Zeynep Akata
CLEVR-X: A Visual Reasoning Dataset for Natural Language Explanations. xxAI@ICML (2020)
Osbert Bastani, Jeevana Priya Inala, Armando Solar-Lezama
Interpretable, Verifiable, and Robust Reinforcement Learning via Program Synthesis. xxAI@ICML (2020)
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok
A Rate-Distortion Framework for Explaining Black-Box Model Decisions. xxAI@ICML (2020)
Antonios Mamalakis, Imme Ebert-Uphoff, Elizabeth A. Barnes
Explainable Artificial Intelligence in Meteorology and Climate Science: Model Fine-Tuning, Calibrating Trust and Learning New Science. xxAI@ICML (2020)
Andreas Holzinger, Anna Saranti, Christoph Molnar, Przemyslaw Biecek, Wojciech Samek
Explainable AI Methods - A Brief Overview. xxAI@ICML (2020)
Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek
xxAI - Beyond Explainable Artificial Intelligence. xxAI@ICML (2020)
Daniel Becking, Maximilian Dreyer, Wojciech Samek, Karsten Müller, Sebastian Lapuschkin
: Explainability-Driven Quantization for Low-Bit and Sparse DNNs. xxAI@ICML (2020)
Marius-Constantin Dinu, Markus Hofmarcher, Vihang P. Patil, Matthias Dorfer, Patrick M. Blies, Johannes Brandstetter, Jose A. Arjona-Medina, Sepp Hochreiter
XAI and Strategy Extraction via Reward Redistribution. xxAI@ICML (2020)
Diego Marcos, Jana Kierdorf, Ted Cheeseman, Devis Tuia, Ribana Roscher
A Whale's Tail - Finding the Right Whale in an Uncertain World. xxAI@ICML (2020)
Chandan Singh, Wooseok Ha, Bin Yu
Interpreting and Improving Deep-Learning Models with Reality Checks. xxAI@ICML (2020)
Amir-Hossein Karimi, Julius von Kügelgen, Bernhard Schölkopf, Isabel Valera
Towards Causal Algorithmic Recourse. xxAI@ICML (2020)
Grégoire Montavon, Jacob R. Kauffmann, Wojciech Samek, Klaus-Robert Müller
Explaining the Predictions of Unsupervised Learning Models. xxAI@ICML (2020)
Philipp Hacker, Jan-Hendrik Passoth
Varieties of AI Explanations Under the Law. From the GDPR to the AIA, and Beyond. xxAI@ICML (2020)
Christoph Molnar, Gunnar König, Julia Herbinger, Timo Freiesleben, Susanne Dandl, Christian A. Scholbeck, Giuseppe Casalicchio, Moritz Grosse-Wentrup, Bernd Bischl
General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models. xxAI@ICML (2020)
Jianlong Zhou, Fang Chen, Andreas Holzinger
Towards Explainability for AI Fairness. xxAI@ICML (2020)