Frederic Sala

Frederic Sala

University of Wisconsin-Madison

H-index: 21

North America-United States

About Frederic Sala

Frederic Sala, With an exceptional h-index of 21 and a recent h-index of 18 (since 2020), a distinguished researcher at University of Wisconsin-Madison, specializes in the field of Machine learning, Data science, Information theory.

His recent articles reflect a diverse array of research interests and contributions to the field:

Geometry-aware adaptation for pretrained models

Embroid: Unsupervised prediction smoothing can improve few-shot classification

Pearls from Pebbles: Improved Confidence Functions for Auto-labeling

Mitigating source bias for fairer weak supervision

OTTER: Improving Zero-Shot Classification via Optimal Transport

Product Manifold Representations for Learning on Biological Pathways

Promises and Pitfalls of Threshold-based Auto-labeling

Multimodal Data Curation via Object Detection and Filter Ensembles

Frederic Sala Information

University

Position

Assistant Professor

Citations(all)

2227

Citations(since 2020)

1899

Cited By

787

hIndex(all)

21

hIndex(since 2020)

18

i10Index(all)

35

i10Index(since 2020)

25

Email

University Profile Page

University of Wisconsin-Madison

Google Scholar

View Google Scholar Profile

Frederic Sala Skills & Research Interests

Machine learning

Data science

Information theory

Top articles of Frederic Sala

Title

Journal

Author(s)

Publication Date

Geometry-aware adaptation for pretrained models

Advances in Neural Information Processing Systems

Nicholas Roberts

Xintong Li

Dyah Adila

Sonia Cromp

Tzu-Heng Huang

...

2024/2/13

Embroid: Unsupervised prediction smoothing can improve few-shot classification

Advances in Neural Information Processing Systems

Neel Guha

Mayee Chen

Kush Bhatia

Azalia Mirhoseini

Frederic Sala

...

2024/2/13

Pearls from Pebbles: Improved Confidence Functions for Auto-labeling

arXiv preprint arXiv:2404.16188

Harit Vishwakarma

Sui Jiet Tay

Satya Sai Srinath Namburi

Frederic Sala

Ramya Korlakai Vinayak

2024/4/24

Mitigating source bias for fairer weak supervision

Advances in Neural Information Processing Systems

Changho Shin

Sonia Cromp

Dyah Adila

Frederic Sala

2024/2/13

OTTER: Improving Zero-Shot Classification via Optimal Transport

arXiv preprint arXiv:2404.08461

Changho Shin

Jitian Zhao

Sonia Cromp

Harit Vishwakarma

Frederic Sala

2024/4/12

Product Manifold Representations for Learning on Biological Pathways

arXiv preprint arXiv:2401.15478

Daniel McNeela

Frederic Sala

Anthony Gitter

2024/1/27

Promises and Pitfalls of Threshold-based Auto-labeling

Advances in Neural Information Processing Systems

Harit Vishwakarma

Heguang Lin

Frederic Sala

Ramya Korlakai Vinayak

2024/2/13

Multimodal Data Curation via Object Detection and Filter Ensembles

Tzu-Heng Huang

Changho Shin

Sui Jiet Tay

Dyah Adila

Frederic Sala

2023/10

Skill-it! a data-driven skills framework for understanding and training language models

Advances in Neural Information Processing Systems

Mayee Chen

Nicholas Roberts

Kush Bhatia

Jue Wang

Ce Zhang

...

2024/2/13

Mixed-Curvature Representation Learning for Biological Pathway Graphs

Daniel McNeela

Frederic Sala

Anthony Gitter

2023/7

Understanding Threshold-based Auto-labeling: The Good, the Bad, and the Terra Incognita

Harit Vishwakarma

Heguang Lin

Frederic Sala

Ramya Vinayak

2023/12/22

Resonant anomaly detection with multiple reference datasets

Journal of High Energy Physics

Mayee F Chen

Benjamin Nachman

Frederic Sala

2023/7

Train'n Trade: Foundations of Parameter Markets

Advances in Neural Information Processing Systems

Tzu-Heng Huang

Harit Vishwakarma

Frederic Sala

2023/12/15

The cost of compression: Investigating the impact of compression on parametric knowledge in language models

Satya Sai Srinath Namburi

Makesh Sreedhar

Srinath Srinivasan

Frederic Sala

2023/12

The Credential is Not Enough: Deception with Honeypots and Fake Credentials

Sonia Cromp

Mark Bilinski

Ryan Gabrys

Frederic Sala

2023/10/18

Zero-Shot Robustification of Zero-Shot Models

Dyah Adila

Changho Shin

Linrong Cai

Frederic Sala

2023/10/13

Good data from bad models: Foundations of threshold-based auto-labeling

arXiv preprint arXiv:2211.12620

Harit Vishwakarma

Heguang Lin

Frederic Sala

Ramya Korlakai Vinayak

2022/11/22

Causal Omnivore: Fusing Noisy Estimates of Spurious Correlations

Dyah Adila

Sonia Cromp

Sicheng Mo

Frederic Sala

2022/7/21

Domain generalization with nuclear norm regularization

Zhenmei Shi

Yifei Ming

Ying Fan

Frederic Sala

Yingyu Liang

2022/10/21

NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks

Advances in Neural Information Processing Systems

Renbo Tu

Nicholas Roberts

Misha Khodak

Junhong Shen

Frederic Sala

...

2022/12/6

See List of Professors in Frederic Sala University(University of Wisconsin-Madison)

Co-Authors

H-index: 87
Christopher Ré

Christopher Ré

Stanford University

H-index: 40
Guy Van den Broeck

Guy Van den Broeck

University of California, Los Angeles

H-index: 36
Eitan Yaakobi

Eitan Yaakobi

Technion - Israel Institute of Technology

H-index: 34
Lara Dolecek

Lara Dolecek

University of California, Los Angeles

H-index: 32
Eddie Cheng

Eddie Cheng

Oakland University

H-index: 24
Alex Ratner

Alex Ratner

University of Washington

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