Author

Bernhard Schölkopf

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Preprint Jul 2026

When Agents Lie: Premeditation, Persistence, and Exploitation in Repeated Games

Evaluating three frontier models across six games in homogeneous and heterogeneous groups over 10 rounds, it is found that different models interpret announcements incompatibly, some as binding commitments and others as cheap talk, producing payoff gaps that emerge in Round~0 and persist across all 10 rounds.

Jerick Shi, Terry Jingchen Zhang, Bernhard Scholkopf et al. · 0 citations

#machine learning Preprint Aug 2026

How Do Linear Probes Emerge? A Circuit-Tracing Framework with Concept-Targeted Attribution

Concept-Targeted Attribution (CTA) provides a framework for moving from behavioral probe accuracy to mechanistic explanations of probe performance, enabling more detailed audits of internal concept representations, including safety-critical ones.

V. Palit, Florent Draye, Terry Jingchen Zhang et al. · 0 citations