Online Schedule

15 August 7am - 11am (UTC)

Online Link: https://monash.zoom.us/j/89823239283?pwd=oxSHjP3b7WqSEfDux2T8iXJCtsRoa9.1

07:00 - 7:10

Workshop Part 1 opening remarks

Tobias Huber, Augsburg University
XAI workshop chair

7:10 - 8:25

Session 1

7:10 Kary Framing

Contextual Importance and Utility in Python: New Functionality and Insights with the Py-Ciu Package

7:35 Yong Zhao

ONNXExplainer: an ONNX Based Generic Framework to Explain Neural Networks Using Shapley Values

8:00 Uri Menkes

"You Just Can't go Around Killing People" - Explaining Agent Behaviour to a Human Terminator

8:25 - 9:00

Break

9:10 - 10:25

Session 2

9:10 Jin-Jian Xu

XGeoS-AI: An Interpretable Learning Framework for Deciphering Geoscience Image Segmentation

9:25 Hyeonggeun Yun

Interaction as Explanation: A User Interaction-based Method for Explaining Image Classification Models

9:50 Antonio Serino

Augmenting XAI with LLMs: A Case Study in Banking Marketing Recommendations

15 August 3pm - 7pm (UTC)

Online Link: https://monash.zoom.us/j/85068492117?pwd=Qr69jnrqqRb9iCOLlamkounULb5Ixu.1

03:00 - 3:10

Workshop Part 2 opening

Mor Vered, Monash University
XAI workshop chair

3:10 - 4:25

Session 1

3:10 Kunal Rathore
Generating Part-Based Global Explanations vis Correspondence

3:35 Nicholas Kresting
A Harmonic Metric for LLM Trustworthiness

4:00 Ximing Wen
The Impact of an XAI-Augmented Approach on Binary Classification with Scarce Data

4:25 - 5:00

Break

5:00 - 6:15

Session 2

5:00 Xinyu Zhang

Challenges in Interpretability of Additive Models

5:25 Hilarie Sit

Improving Explainability of Softmax Classifiers Using a Prototype-Based Joint Embedding Method

5:50 Belona Sonna

Can Unfairness in ML Decision-Making Processes be Assessed Through the Lens of Formal Explanations?

6:15 - 6: 25

Workshop closing Remarks

Hendrik Baier, Eindhoven University of Technology

XAI Workshop Chair

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