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Showing papers from SPY Lab -- ETH Zurich Show all papers

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NeurIPS 2026U Massachusetts BostonState University of New York at SPY Lab -- ETH ZurichBeijing Institute of TechnologyKAUSTDeep RL

Differentially Private Sparse Reward Estimation with Preference Feedback

Meng Ding, Mingxi Lei, Jie Zhang, Jinyan Liu and 1 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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lenient 1/5
medium 0/10
strict 0/5
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NeurIPS 2026ETH ZurichSPY Lab -- ETH ZurichJailbreaks & red teaming

Learning to Inject: Automated Prompt Injection via Reinforcement Learning

AutoInject uses reinforcement learning with comparison-based rewards to learn adversarial suffixes that inject prompts into LLM agents, outperforming manual and optimization-based attacks on AgentDojo and Meta-SecAlign-70B.

Xin Chen, Cynthia, Jie Zhang, Florian Tramer

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 3/5