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Many-shot Jailbreaking

Neural Information Processing Systems

Longer contexts present a new attack surface for adversarial attacks. In search of a "fruit-fly" of long-context vulnerabilities, we study Many-shot Jailbreaking (MSJ; Figure 1), a simple yet effective and scalable jailbreak.








Autobidder's Dilemma: Why More Sophisticated Autobidders Lead to Worse Auction Efficiency

Neural Information Processing Systems

Unlike the classic utility maximizers who maximize their quasi-linear utility given by the difference between value and payment, value maximizers maximize the total value subject to a return-on-spend (RoS) constraint [Balseiro et al., 2021b].