Workshop

Identifying Spurious Correlations and Correcting them with an Explanation-based Learning
Misgina Tsighe Hagos · Kathleen Curran · Brian Mac Namee

Affinity Workshop

Mon 7:10

Contributed talk (Silvia Tulli) - "Explanation-Guided Learning for Human-AI collaboration"
Silvia Tulli

Affinity Workshop

Explanation-Guided Learning for Human-AI collaboration
Silvia Tulli

Poster

Tue 14:00

Making Sense of Dependence: Efficient Black-box Explanations Using Dependence Measure
Paul Novello · Thomas FEL · David Vigouroux

Poster

Thu 9:00

Is this the Right Neighborhood? Accurate and Query Efficient Model Agnostic Explanations
Amit Dhurandhar · Karthikeyan Natesan Ramamurthy · Karthikeyan Shanmugam

Poster

Tue 14:00

CLEAR: Generative Counterfactual Explanations on Graphs
Jing Ma · Ruocheng Guo · Saumitra Mishra · Aidong Zhang · Jundong Li

Poster

Thu 14:00

CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior
Eldar D Abraham · Karel D'Oosterlinck · Amir Feder · Yair Gat · Atticus Geiger · Christopher Potts · Roi Reichart · Zhengxuan Wu

Poster

Tue 14:00

First is Better Than Last for Language Data Influence
Chih-Kuan Yeh · Ankur Taly · Mukund Sundararajan · Frederick Liu · Pradeep Ravikumar

Poster

Learning to Generate Inversion-Resistant Model Explanations
Hoyong Jeong · Suyoung Lee · Sung Ju Hwang · Sooel Son

Poster

Counterfactual Temporal Point Processes
Kimia Noorbakhsh · Manuel Rodriguez

Poster

Wed 9:00

“Why Not Other Classes?”: Towards Class-Contrastive Back-Propagation Explanations
Yipei Wang · Xiaoqian Wang

Poster

Thu 14:00

The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning
Xi Ye · Greg Durrett