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NeurIPS 2026KhalifaMohamed bin Zayed University of Khalifa University of Science, TU Electronic Science and TechnolMedical imaging

REFORM-3D: A Representation-Centric Evaluation Framework for 3D Medical Vision Foundation Models

Maregu Assefa, Muhammad Muzammal Naseer, Divya Velayudhan, Gedamu Kumie and 1 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Khalifa University of Science, TKhalifaMohamed bin Zayed University of LLM evaluation & benchmarks

KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards

KaliBench evaluates natural-language-to-CLI translation for 1,642 Kali Linux cybersecurity tools, finding open-weight models below 42% accuracy but training with verifiable rewards significantly improves smaller models.

Pengfei Li, Naufal Suryanto, Sicheng Zhang, Muhammad Muzammal Naseer

Sydney Poster Session 3, Wed, Dec 9, 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 8/10
strict 4/5