Publications

2024

Apple Intelligence Foundation Language Models

Apple
PDF HTML Bibtex arXiv: 2407.21075

Compress and Compare: Interactively Evaluating Efficiency and Behavior Across ML Model Compression Experiments

Angie Boggust, Venkatesh Sivaraman, Yannick Assogba, Donghao Ren, Dominik Moritz, Fred Hohman
VIS in St. Pete Beach, Florida 2024
PDF HTML Bibtex arXiv: 2408.03274

Model Compression in Practice: Lessons Learned from Practitioners Creating On-device Machine Learning Experiences

Fred Hohman, Mary Beth Kery, Donghao Ren, Dominik Moritz
CHI in Honolulu, HI 2024
PDF HTML Bibtex arXiv: 2310.04621

Optimizing Dataflow Systems for Scalable Interactive Visualization

Junran Yang, Hyekang Kevin Joo, Sai Yerramreddy, Dominik Moritz, Leilani Battle
SIGMOD in Santiago, Chile 2024
PDF HTML Bibtex arXiv: 2401.02952

Talaria: Interactively Optimizing Machine Learning Models for Efficient Inference

Fred Hohman, Chaoqun Wang, Jinmook Lee, Jochen Görtler, Dominik Moritz, Jeffrey P Bigham, Zhile Ren, Cecile Foret, Qi Shan, Xiaoyi Zhang
CHI in Honolulu, HI 2024
Best Paper Honorable Mention
PDF HTML Bibtex arXiv: 2404.03085

2023

Angler: Helping Machine Translation Practitioners Prioritize Model Improvements

Samantha Robertson, Zijie J. Wang, Dominik Moritz, Mary Beth Kery, Fred Hohman
CHI in Hamburg 2023
PDF Project HTML Bibtex arXiv: 2304.05967

Dead or Alive: Continuous Data Profiling for Interactive Data Science

Will Epperson, Vaishnavi Gorantla, Dominik Moritz, Adam Perer
VIS in Melbourne 2023
Best Paper Honorable Mention
PDF Project HTML Video Bibtex arXiv: 2308.03964

DashQL – Complete Analysis Workflows with SQL

André Kohn, Dominik Moritz, Thomas Neumann
PDF Project HTML Bibtex arXiv: 2306.03714

Data Navigator: An accessibility-centered data navigation toolkit

Frank Elavsky, Lucas Nadolskis, Dominik Moritz
VIS in Melbourne 2023
PDF Project HTML Bibtex arXiv: 2308.08475

Designing Data: Proactive Data Collection and Iteration for Machine Learning Using Reflexive Planning, Monitoring, and Density Estimation

Aspen Hopkins, Fred Hohman, Luca Zappella, Xavier Suau Cuadros, Dominik Moritz
Artificial Intelligence & Human-Computer Interaction Workshop at ICML in Honolulu, Hawaii 2023
PDF HTML Bibtex arXiv: 2301.10319