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NeurIPS 2026OralPrincetonSnowflakeLLM agents & planning

Soteria: Formally Verified Planning with Runtime Enforcement for Safe LLM Agents

Deyuan (Mike) He, Ankush Desai, Sharad Malik, Aarti Gupta

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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2/20 AI panelreviewers recommend it

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lenient 1/5
medium 1/10
strict 0/5
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NeurIPS 2026U OxfordImperial College LondonContinuous IntelligenceSnowflakeIndependent ResearcherLLM evaluation & benchmarks

Evaluating AI-based Scientific Knowledge Synthesis with Epidemiological Systematic Reviews

AgentSLR evaluates LLMs on epidemiological systematic reviews, revealing sub-task specialization, poor structured extraction (F1 < 0.67), and unreliable unsupervised deployment.

Shreyansh Padarha, Ryan Othniel Kearns, Tristan M Naidoo, Lingyi Yang and 12 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 9 on Hugging Face · Code ★ 25

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17/20 AI panelreviewers recommend it

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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 4/5