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Add Oracle Loss Pattern - #11

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matanbt wants to merge 6 commits into
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feat/passon-model
Open

Add Oracle Loss Pattern#11
matanbt wants to merge 6 commits into
mainfrom
feat/passon-model

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@matanbt

@matanbt matanbt commented Aug 29, 2026

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This PR adds support for the Oracle Loss pattern that enables to rapidly utilize TROPT against complicated APIs, or just to quickly integrate it with any optimization signal.

The key concept is to be able to run optimziers with a self-contained loss, that scores the model input, and does not require any model output. Such losses will mostly serve a signal of the victim model/system, which may be complicated (e.g., coding agent). To avoid redundant queries to the optimizer's model, this pattern provides the optimizer with a "pass-on" model object, that practically does not load/query any model, but serves as a dummy for the optimizer.

This pattern is useful for quickly setting up TROPT with some obscure objective, that deviates from its API, as well as supporting new attacks with complicated objectives, like the following one.

This PR also demonstrates the Oracle Loss pattern by implementing Zhang et al. 2025's Ask for Directions---an attack of which objective is based on the victim's own verbalized pairwise preference (ie., asking the LLM whether an attack on it is going to work).

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