NeurIPS 2024 Workshop InterpretableAI Submissions

Interpretable AI in Human-Machine Systems: Insights from Human-in-the-Loop Product Recommendation Engines
Pooria Assadi, NIMA SAFAEI
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Words in Motion: Extracting Interpretable Control Vectors for Motion Transformers
Omer Sahin Tas, Royden Wagner
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
GAMformer: Exploring In-Context Learning for Generalized Additive Models
Andreas C Mueller, Julien Siems, Harsha Nori, Rich Caruana, Frank Hutter
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
This Looks Like Those: Illuminating Prototypical Concepts Using Multiple Visualizations
Chiyu Ma, Brandon Zhao, Chaofan Chen, Cynthia Rudin
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Evaluating Machine Learning Models with NERO: Non-Equivariance Revealed on Orbits
Zhuokai Zhao, Takumi Matsuzawa, William Irvine, Michael Maire, Gordon Kindlmann
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory
Pasan Dissanayake, Sanghamitra Dutta
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Approach to Interpretability
Lukas Klein, Kenza Amara, Carsten T. Lüth, Antonio Foncubierta-Rodríguez, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
The effect of whitening on explanation performance
Benedict Clark, Stoyan Karastoyanov, Rick Wilming, Stefan Haufe
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Exploiting Interpretable Capabilities with Concept-Enhanced Diffusion and Prototype Networks
Alba Carballo-Castro, Sonia Laguna, Moritz Vandenhirtz, Julia E Vogt
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
A is for Absorption: Studying Feature Splitting and Absorption in Sparse Autoencoders
David Chanin, James Wilken-Smith, Tomáš Dulka, Hardik Bhatnagar, Joseph Isaac Bloom
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Latent Concept-based Explanation of NLP Models
Xuemin Yu, Fahim Dalvi, Nadir Durrani, Marzia Nouri, Hassan Sajjad
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Bivariate Decision Trees: Smaller, Interpretable, More Accurate
Rasul Kairgeldin, Miguel Á. Carreira-Perpiñán
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Enhancing patient stratification and interpretability through class-contrastive and feature attribution techniques
Sharday Olowu, Neil D Lawrence, Soumya Banerjee
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
A Concept-Based Explainability Framework for Large Multimodal Models
Jayneel Parekh, Pegah KHAYATAN, Mustafa Shukor, Alasdair Newson, Matthieu Cord
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Right on Time: Revising Time Series Models by Constraining their Explanations
Maurice Kraus, David Steinmann, Antonia Wüst, Andre Kokozinski, Kristian Kersting
- Published: 10 Oct 2024, Last Modified: 11 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Clustering and Alignment: Understanding the Training Dynamics in Modular Addition
Tiberiu Mușat
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Error-controlled interaction discovery in deep neural networks
Winston Chen, Yifan Jiang, William Noble, Yang Young Lu
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Deep quantum graph dreaming: deciphering neural network insights into quantum experiments
Tareq Jaouni, Sören Arlt, Carlos Ruiz-Gonzalez, Ebrahim Karimi, Xuemei Gu, Mario Krenn
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
How Do Training Methods Influence the Utilization of Vision Models?
Paul Gavrikov, Shashank Agnihotri, Margret Keuper, Janis Keuper
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Position: XAI needs formal notions of explanation correctness
Stefan Haufe, Rick Wilming, Benedict Clark, Rustam Zhumagambetov, Danny Panknin, Ahcene Boubekki
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Explainable AI-based analysis of human pancreas sections detects traits of type 2 diabetes
Lukas Klein, Sebastian Ziegler, Felicia Gerst, Yanni Morgenroth, Karol Gotkowski, Eyke Schöniger, Nicole Kipke, Annika Seiler, Ellen Geibelt, Martin Heni, Silvia Wagner, Silvio Nadalin, Falko Fend, Daniela Aust, Andre Mihaljevic, Daniel Hartmann, Jurgen Weitz, Reiner Jumpertz-von Schwartzenberg, Marius Distler, Andreas Birkefeld et al. (5 additional authors not shown)
- Published: 10 Oct 2024, Last Modified: 03 Dec 2024
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone