Nicholas Carl Roberts

According to our database, Nicholas Carl Roberts authored at least 11 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Test-Time Scaling Makes Overtraining Compute-Optimal.

Nicholas Carl Roberts, Sungjun Cho, Zhiqi Gao, Tzu-Heng Huang, Albert Wu, Gabriel Orlanski, Avi Trost, Kelly Buchanan, Aws Albarghouthi, Frederic Sala

CoRR, April, 2026

Tabby: A Language Model Architecture for Tabular and Structured Data Synthesis.

Sonia Cromp, Satya Sai Srinath Namburi GNVV, Mohammed Alkhudhayri, Catherine Cao, Samuel Guo, Nicholas Carl Roberts, Frederic Sala

Trans. Mach. Learn. Res., 2026

2025

Reward Models Enable Scalable Code Verification by Trading Accuracy for Throughput.

Gabriel Orlanski, Nicholas Carl Roberts, Aws Albarghouthi, Frederic Sala

CoRR, June, 2025

R&B: Domain Regrouping and Data Mixture Balancing for Efficient Foundation Model Training.

Albert Ge, Tzu-Heng Huang, John Cooper, Avi Trost, Ziyi Chu, Satya Sai Srinath Namburi GNVV, Ziyang Cai, Kendall Park, Nicholas Carl Roberts, Frederic Sala

CoRR, May, 2025

Tabby: Tabular Data Synthesis with Language Models.

Sonia Cromp, Satya Sai Srinath Namburi GNVV, Mohammed Alkhudhayri, Catherine Cao, Samuel Guo, Nicholas Carl Roberts, Frederic Sala

CoRR, March, 2025

ScriptoriumWS: A Code Generation Assistant for Weak Supervision.

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

CoRR, February, 2025

2024

MoRe Fine-Tuning with 10x Fewer Parameters.

Wenxuan Tan, Nicholas Carl Roberts, Tzu-Heng Huang, Jitian Zhao, John Cooper, Samuel Guo, Chengyu Duan, Frederic Sala

CoRR, 2024

2023

Geometry-Aware Adaptation for Pretrained Models.

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

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Generative Modeling Helps Weak Supervision (and Vice Versa).

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

Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022

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

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

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Universalizing Weak Supervision.

Changho Shin, Winfred Li, Harit Vishwakarma, Nicholas Carl Roberts, Frederic Sala

Proceedings of the Tenth International Conference on Learning Representations, 2022