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Universalizing weak supervision

Published in ICLR 2022, 2022

Authors: Changho Shin, Winfred Li, Harit Vishwakarma, Nicholas Roberts, Frederic Sala

AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels

Published in NeurIPS 2022, 2022

Authors: Nicholas Roberts*, Xintong Li*, Tzu-Heng Huang, Dyah Adila, Spencer Schoenberg, Cheng-Yu Liu, Lauren Pick, Haotian Ma, Aws Albarghouthi, Frederic Sala

Lifting Weak Supervision To Structured Prediction

Published in NeurIPS 2022, 2022

Authors: Harit Vishwakarma, Nicholas Roberts, Frederic Sala

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

Published in NeurIPS 2022, 2022

Authors: Renbo Tu*, Nicholas Roberts*, Mikhail Khodak, Junhong Shen, Frederic Sala, Ameet Talwalkar

Ask Me Anything: A simple strategy for prompting language models

Published in ICLR 2023, 2023

Authors: Simran Arora, Avanika Narayan, Mayee F. Chen, Laurel Orr, Neel Guha, Kush Bhatia, Ines Chami, Frederic Sala, Christopher Ré

Multimodal Data Curation Via Object Detection And Filter Ensembles

Published in ICCV Workshop: Towards the Next Generation of Computer Vision Datasets (TNGCV) 2023, 2023

Authors: Tzu-Heng Huang, Changho Shin, Sui Jiet Tay, Dyah Adila, Frederic Sala

Resonant anomaly detection with multiple reference datasets

Published in Journal of High Energy Physics 2023, 2023

Authors: Mayee F. Chen, Benjamin Nachman, Frederic Sala

ScriptoriumWS: A Code Generation Assistant for Weak Supervision

Published in DL4C Workshop at ICLR 2023, 2023

Authors: Tzu-Heng Huang, Catherine Cao, Spencer Schoenberg, Harit Vishwakarma, Nicholas Roberts, Frederic Sala

Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models

Published in NeurIPS 2023, 2023

Authors: Mayee F. Chen, Nicholas Roberts, Kush Bhatia, Jue Wang, Ce Zhang, Frederic Sala, Christopher Ré

Mitigating Source Bias for Fairer Weak Supervision

Published in NeurIPS 2023, 2023

Authors: Changho Shin, Sonia Cromp, Dyah Adila, Frederic Sala

The Cost of Compression: Investigating the Impact of Compression on Parametric Knowledge in Language Models

Published in EMNLP Findings 2023, 2023

Authors: Srinath Namburi, Makesh Narsimhan Sreedhar, Srinath Srinivasan, Frederic Sala

Domain Generalization via Nuclear Norm Regularization

Published in CPAL 2023, 2023

Authors: Zhenmei Shi, Yifei Ming, Ying Fan, Frederic Sala, Yingyu Liang

Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot Classification

Published in NeurIPS 2023, 2023

Authors: Neel Guha, Mayee F Chen, Kush Bhatia, Azalia Mirhoseini, Frederic Sala, Christopher Ré

Geometry-Aware Adaptation for Pretrained Models

Published in NeurIPS 2023, 2023

Authors: Nicholas Roberts, Xintong Li, Dyah Adila, Sonia Cromp, Tzu-Heng Huang, Jitian Zhao, Frederic Sala

Product Manifold Representations for Learning on Biological Pathways

Published in ICML Workshop for Computational Biology 2023, 2023

Authors: Daniel McNeela, Frederic Sala, Anthony Gitter

Promises and Pitfalls of Threshold-based Auto-labeling

Published in NeurIPS 2023, 2023

Authors: Harit Vishwakarma, Heguang Lin, Frederic Sala, Ramya Korlakai Vinayak

Train `n Trade: Foundations of Parameter Markets

Published in NeurIPS 2023, 2023

Authors: Tzu-Heng Huang, Harit Vishwakarma, Frederic Sala

Generative Modeling Helps Weak Supervision (and Vice Versa)

Published in ICLR 2023, 2023

Authors: Benedikt Boecking, Nicholas Roberts, Willie Neiswanger, Stefano Ermon, Frederic Sala, Artur Dubrawski

The Credential is Not Enough: Combining Honeypots and Fake Credentials for Cyber-Defense

Published in GameSec-23 2023, 2023

Authors: Sonia Cromp, Mark Bilinski, Ryan Gabrys, Frederic Sala

Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks

Published in NeurIPS 2024, 2024

Authors: Tianyi Zhang, Linrong Cai, Jeffrey Li, Nicholas Roberts, Neel Guha, Frederic Sala

The AlCHEmist: Automated Labeling 500x CHEaper than LLM Data Annotators

Published in NeurIPS 2024 (Spotlight), 2024

Authors: Tzu-Heng Huang, Catherine Cao, Vaishnavi Bhargava, Frederic Sala

Pearls from Pebbles: Improved Confidence Functions for Auto-labeling

Published in NeurIPS 2024, 2024

Authors: Harit Vishwakarma, Sui Jiet Tay, Satya Sai Srinath Namburi, Frederic Sala, Ramya Korlakai Vinayak

Pretrained Hybrids with MAD Skills

Published in Preprint, 2024

Authors: Nicholas Roberts, Samuel Guo, Zhiqi Gao, Satya Sai Srinath Namburi, Sonia Cromp, Chengjun Wu, Chengyu Duan, Frederic Sala

Zero-Shot Robustification of Zero-Shot Models

Published in ICLR 2024, 2024

Authors: Dyah Adila, Changho Shin, Linrong Cai, Frederic Sala

Look Who’s Talking Now: Covert Channels From Biased LLMs

Published in EMNLP Findings 2024, 2024

Authors: Daniel Silva, Frederic Sala, Ryan Gabrys

OTTER: Effortless Label Distribution Adaptation of Zero-shot Models

Published in NeurIPS 2024, 2024

Authors: Changho Shin, Jitian Zhao, Sonia Cromp, Harit Vishwakarma, Frederic Sala

Personalize Your LLM: Fake it then Align It

Published in NAACL Findings, 2025

Authors: Yijing Zhang, Dyah Adila, Changho Shin, Frederic Sala

Theoretical Physics Benchmark (TPBench) – a Dataset and Study of AI Reasoning Capabilities in Theoretical Physics

Published in Preprint, 2025

Authors: Daniel J.H. Chung, Zhiqi Gao, Yurii Kvasiuk, Tianyi Li, Moritz Münchmeyer, Maja Rudolph, Frederic Sala, Sai Chaitanya Tadepalli

Alignment, Simplified: Steering LLMs with Self-Generated Preferences

Published in Preprint, 2025

Authors: Dyah Adila, Changho Shin, Yijing Zhang, Frederic Sala

Weak-to-strong generalization through the data-centric lens

Published in ICLR 2025, 2025

Authors: Changho Shin, John Cooper, Frederic Sala

Talk 1 on Relevant Topic in Your Field

Published: March 01, 2012

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Tutorial 1 on Relevant Topic in Your Field

Published: March 01, 2013

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Talk 2 on Relevant Topic in Your Field

Published: February 01, 2014

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Conference Proceeding talk 3 on Relevant Topic in Your Field

Published: March 01, 2014

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Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

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