ICLR 2025 Workshop XAI4Science Submissions

Massive Activations in Graph Neural Networks: Decoding Attention for Domain-Dependent Interpretability
Lorenzo Bini, Marco Sorbi, Stephane Marchand-Maillet
- Published: 06 Mar 2025, Last Modified: 19 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Counterfactual Concept Bottleneck Models
Gabriele Dominici, Pietro Barbiero, Francesco Giannini, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich
- Published: 06 Mar 2025, Last Modified: 10 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning
Gabriele Dominici, Pietro Barbiero, Mateo Espinosa Zarlenga, Alberto Termine, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich
- Published: 06 Mar 2025, Last Modified: 10 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Causal Lifting of Neural Representations: Zero-Shot Generalization for Causal Inferences
Riccardo Cadei, Ilker Demirel, Piersilvio De Bartolomeis, Lukas Lindorfer, Sylvia Cremer, Cordelia Schmid, Francesco Locatello
- Published: 06 Mar 2025, Last Modified: 07 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Automated Capability Discovery via Model Self-Exploration
Cong Lu, Shengran Hu, Jeff Clune
- Published: 06 Mar 2025, Last Modified: 07 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Hybrid Generative Modeling for Incomplete Physics: Deep Grey-Box Meets Optimal Transport
Gurjeet Sangra Singh, Maciej Falkiewicz, Alexandros Kalousis
- Published: 06 Mar 2025, Last Modified: 17 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
$\text{CO}_2$-Net: A Physics-Informed Spatio-Temporal Model for Global $\text{CO}_2$ Reconstruction
Hao Zheng, Yuting Zheng, Hanbo Huang, Chaofan Sun, Lin Liu, Enhui Liao, Yi Han, Hao Zhou, Shiyu Liang
- Published: 06 Mar 2025, Last Modified: 17 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Machine learning-based Optimization for Molten pool Dynamics in Laser Manufacturing
Le Song, Zhiyong Huang, Xuyang Chen
- Published: 06 Mar 2025, Last Modified: 06 Mar 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Emergence of Computational Structure in a Neural Network Physics Simulator
Rohan Hitchcock, Gary W Delaney, Jonathan H. Manton, Richard Scalzo, Jingge Zhu
- Published: 06 Mar 2025, Last Modified: 14 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Reconstructing Dynamics from Steady Spatial Patterns with Partial Observations
Xinyue Luo, Xuzhe Qian, Yu Chen, Huaxiong Huang, Jin Cheng
- Published: 06 Mar 2025, Last Modified: 20 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Post-hoc Interpretability Illumination for Scientific Interaction Discovery
Ling Zhang, Zhichao Hou, Tingxiang Ji, Yuanyuan Xu, Runze Li
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Towards Mechanistic Interpretability of Graph Transformers via Attention Graphs
Batu El, Deepro Choudhury, Pietro Lio, Chaitanya K. Joshi
- Published: 06 Mar 2025, Last Modified: 15 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory
Nikola Zubic, Federico Soldà, Aurelio Sulser, Davide Scaramuzza
- Published: 06 Mar 2025, Last Modified: 18 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
Rethinking Visual Counterfactual Explanations Through Region Constraint
Bartlomiej Sobieski, Jakub Grzywaczewski, Bartłomiej Sadlej, Matthew Tivnan, Przemyslaw Biecek
- Published: 06 Mar 2025, Last Modified: 10 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone
NeuralDEM: Real-time Simulation of Industrial Particulate Flows
Benedikt Alkin, Tobias Kronlachner, Samuele Papa, Stefan Pirker, Thomas Lichtenegger, Johannes Brandstetter
- Published: 06 Mar 2025, Last Modified: 08 Apr 2025
- ICLR 2025 Workshop XAI4Science
- Readers: Everyone