Brett Barkley

According to our database, Brett Barkley authored at least 5 papers between 2024 and 2026.

Collaborative distances:

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

2026

Scaling Pretrained Representations Enables Label-Free Out-of-Distribution Detection Without Fine-Tuning.

Brett Barkley, Preston Culbertson, David Fridovich-Keil

CoRR, May, 2026

2025

Fixing That Free Lunch: When, Where, and Why Synthetic Data Fails in Model-Based Policy Optimization.

Brett Barkley, David Fridovich-Keil

CoRR, October, 2025

SCOPED: Score-Curvature Out-of-distribution Proximity Evaluator for Diffusion.

Brett Barkley, Preston Culbertson, David Fridovich-Keil

CoRR, October, 2025

Stealing That Free Lunch: Exposing the Limits of Dyna-Style Reinforcement Learning.

Brett Barkley, David Fridovich-Keil

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024

An investigation of time reversal symmetry in reinforcement learning.

Brett Barkley, Amy Zhang, David Fridovich-Keil

Proceedings of the 6th Annual Learning for Dynamics & Control Conference, 2024