Publications
Semantic Regexes: Auto-Interpreting LLM Features with a Structured Language
Under Review at International Conference on Learning Representations (ICLR) 2026
LeGrad: An Explainability Method for Vision Transformers via Feature Formation Sensitivity
International Conference on Computer Vision (ICCV) 2025
Abstraction Alignment: Comparing Model-Learned and Human-Encoded Conceptual Relationships
ACM Human Factors in Computing Systems (CHI) 2025
Chatbot Evaluation Is (Sometimes) Ill-Posed: Contextualization Errors in the Human-Interface-Model Pipeline
Human-centered Evaluation and Auditing of Language Models (HEAL) Workshop at ACM Human Factors in Computing Systems (CHI) 2025
Explanation Alignment: Quantifying the Correctness of Model Reasoning At Scale
European Conference on Computer Vision (ECCV) Explainable Computer Vision Workshop 2024
Compress and Compare: Interactively Evaluating Efficiency and Behavior Across ML Model Compression Experiments
IEEE Transactions on Visualization & Computer Graphics (VIS) 2024
DiffusionWorldViewer: Exposing and Broadening the Worldview Reflected by Generative Text-to-Image Models
arXiv 2023
Uncertainty Fingerprints: Interpreting Model Decisions with Human Conceptual Hierarchies
International Conference on Machine Learning (ICML) AI & HCI Workshop 2023
VisText: A Benchmark for Semantically Rich Chart Captioning
The Annual Meeting of the Association for Computational Linguistics (ACL) 2023
Outstanding Paper
Saliency Cards: A Framework to Characterize and Compare Saliency Methods
ACM Conference on Fairness, Accountability, and Transparency (FAccT) 2023
Shared Interest: Measuring Human-AI Alignment to Identify Recurring Patterns in Model Behavior
ACM Human Factors in Computing Systems (CHI) 2022
Best Paper Honorable Mention
Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small Multiples
ACM Intelligent User Interfaces (IUI) 2022
Best Paper Honorable Mention
Multimodal Clustering Networks for Self-Supervised Learning From Unlabeled Videos
International Conference on Computer Vision (ICCV) 2021
AVLnet: Learning Audio-Visual Language Representations from Instructional Videos
INTERSPEECH Conference 2021
Shared Interest: Large-Scale Visual Analysis of Model Behavior by Measuring Human-AI Alignment
International Conference on Machine Learning (ICML) Workshop on Human in the Loop Learning (HILL) 2021
Shared Interest: Human Annotation vs. AI Saliency
Neural Information Processing Systems (NeurIPS) Demonstration 2020
Shared Interest: Human Annotation vs. AI Saliency
IEEE VIS Workshop of Visualization for AI Explainability (VISxAI) 2020