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cs.LG2025
DSAC-C: Constrained Maximum Entropy for Robust Discrete Soft-Actor Critic
Dexter Neo, Tsuhan Chen
We present a novel extension to the family of Soft Actor-Critic (SAC) algorithms. We argue that based on the Maximum Entropy Principle, discrete SAC can be further improved via add…
cs.LG2024
MaxEnt Loss: Constrained Maximum Entropy for Calibration under Out-of-Distribution Shift
Dexter Neo, Stefan Winkler, Tsuhan Chen
We present a new loss function that addresses the out-of-distribution (OOD) calibration problem. While many objective functions have been proposed to effectively calibrate models i…