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NeurIPS 2026SophontMedARCU FloridaIMT AtlantiqueZoho CorpLLM evaluation & benchmarks

Medmarks: A Comprehensive Open-Source LLM Benchmark Suite for Medical Tasks

Medmarks introduces 30 open-source medical benchmarks evaluating 61 LLMs, finding frontier reasoning models lead, proprietary models are more token-efficient, medical fine-tuning helps, and smaller models show answer-order bias.

Benjamin Warner, Ratna S Grandhi, Max Kieffer, Aymane Ouraq and 31 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 3/5
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NeurIPS 2026Indian institute of science, BanIndian Institute of ScienceIndian Institute of Science, IndIndian Institute of Technology, IMT AtlantiqueAdversarial robustness

Adversary-Robust Learning from Fully Asynchronous Directional Derivative Estimates

FAR-SIGN enables adversary-resilient fully asynchronous parameter-server optimization via signed directional updates with two-timescale bias correction, achieving near-optimal convergence rates for nonconvex objectives.

Anik Kumar Paul, Nibedita Roy, Nagesh Talagani, Swetha Ganesh and 2 more

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

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8/20 AI panelreviewers recommend it

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AI panel: 8 of 20 reviewers recommend it
lenient 3/5
medium 4/10
strict 1/5