2 papers
cs.LG2026
The Value of Mechanistic Priors in Sequential Decision Making
Itai Shufaro, Gal Benor, Shie Mannor
Hybrid mechanistic models, physical priors with learned residuals, promise to reduce the data required for good decisions, but have no computable criterion to test this. We charact…
cs.LG2025
On Bits and Bandits: Quantifying the Regret-Information Trade-off
Itai Shufaro, Nadav Merlis, Nir Weinberger +1
In many sequential decision problems, an agent performs a repeated task. He then suffers regret and obtains information that he may use in the following rounds. However, sometimes…