Tootfinder

Beyond Uniform Criteria: Scenario-Adaptive Multi-Dimensional Jailbreak Evaluation
Lai Jiang, Yuekang Li, Xiaohan Zhang, Youtao Ding, Li Pan
https://arxiv.org/abs/2508.06194 http…

Beyond Uniform Criteria: Scenario-Adaptive Multi-Dimensional Jailbreak Evaluation
Precise jailbreak evaluation is vital for LLM red teaming and jailbreak research. Current approaches employ binary classification ( e.g., string matching, toxic text classifiers, LLM-driven methods), yielding only "yes/no" labels without quantifying harm intensity. Existing multi-dimensional frameworks ( e.g., Security Violation, Relative Truthfulness, Informativeness) apply uniform evaluation criteria across scenarios, resulting in scenario-specific mismatches--for instance, "Relative Truthful…

Speech Command Recognition Using LogNNet Reservoir Computing for Embedded Systems
Yuriy Izotov, Andrei Velichko
https://arxiv.org/abs/2509.00862 https://ar…

Speech Command Recognition Using LogNNet Reservoir Computing for Embedded Systems
This paper presents a low-resource speech-command recognizer combining energy-based voice activity detection (VAD), an optimized Mel-Frequency Cepstral Coefficients (MFCC) pipeline, and the LogNNet reservoir-computing classifier. Using four commands from the Speech Commands da-taset downsampled to 8 kHz, we evaluate four MFCC aggregation schemes and find that adaptive binning (64-dimensional feature vector) offers the best accuracy-to-compactness trade-off. The LogNNet classifier with architect…

Algorithmic Collusion is Algorithm Orchestration
Cesare Carissimo, Fryderyk Falniowski, Siavash Rahimi, Heinrich Nax
https://arxiv.org/abs/2508.14766 https://

Algorithmic Collusion is Algorithm Orchestration
This paper proposes a fresh `meta-game' perspective on the problem of algorithmic collusion in pricing games a la Bertrand. Economists have interpreted the fact that algorithms can learn to price collusively as tacit collusion. We argue instead that the co-parametrization of algorithms -- that we show is necessary to obtain algorithmic collusion -- requires algorithm designer(s) to engage in explicit collusion by algorithm orchestration. To highlight this, we model a meta-game of algorithm para…