Rattana Pukdee

According to our database, Rattana Pukdee authored at least 14 papers between 2021 and 2026.

Collaborative distances:

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

2026

Reward Learning from Best-of-N Preference Data: Targets, Tradeoffs, and Design Principles.

Rattana Pukdee, Maria-Florina Balcan, Pradeep Ravikumar

CoRR, May, 2026

What Does Preference Learning Recover from Pairwise Comparison Data?

Rattana Pukdee, Maria-Florina Balcan, Pradeep Ravikumar

CoRR, February, 2026

2025

Learning from Interval Targets.

Rattana Pukdee, Ziqi Ke, Chirag Gupta

CoRR, October, 2025

Learning from weak labelers as constraints.

Vishwajeet Agrawal, Rattana Pukdee, Maria-Florina Balcan, Pradeep Kumar Ravikumar

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

On the Consistent Recovery of Joint Distributions from Conditionals.

Mahbod Majid, Rattana Pukdee, Vishwajeet Agrawal, Burak Varici, Pradeep Kumar Ravikumar

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

Bayesian Neural Networks with Domain Knowledge Priors.

Dylan Sam, Rattana Pukdee, Daniel P. Jeong, Yewon Byun, J. Zico Kolter

CoRR, 2024

Spectrally Transformed Kernel Regression.

Runtian Zhai, Rattana Pukdee, Roger Jin, Maria-Florina Balcan, Pradeep Kumar Ravikumar

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Reliable Learning for Test-time Attacks and Distribution Shift.

Maria-Florina Balcan, Steve Hanneke, Rattana Pukdee, Dravyansh Sharma

CoRR, 2023

Learning with Explanation Constraints.

Rattana Pukdee, Dylan Sam, J. Zico Kolter, Maria-Florina Balcan, Pradeep Ravikumar

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

Reliable learning in challenging environments.

Maria-Florina Balcan, Steve Hanneke, Rattana Pukdee, Dravyansh Sharma

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

Label Propagation with Weak Supervision.

Rattana Pukdee, Dylan Sam, Pradeep Kumar Ravikumar, Nina Balcan

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Nash Equilibria and Pitfalls of Adversarial Training in Adversarial Robustness Games.

Maria-Florina Balcan, Rattana Pukdee, Pradeep Ravikumar, Hongyang Zhang

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

Sharp asymptotics on the compression of two-layer neural networks.

Mohammad Hossein Amani, Simone Bombari, Marco Mondelli, Rattana Pukdee, Stefano Rini

Proceedings of the IEEE Information Theory Workshop, 2022

2021

Improving Transformation Invariance in Contrastive Representation Learning.

Adam Foster, Rattana Pukdee, Tom Rainforth

Proceedings of the 9th International Conference on Learning Representations, 2021