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Showing papers from Mila - Quebec AI Institute Show all papers

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NeurIPS 2026Mila - Quebec AI Institute / UniMila - Quebec Artificial IntelliUniversité de MontréalMila - Quebec AI InstituteU OttawaGenomics & single-cell

Plausibility Is Not Prediction: Contrastive Evidence for LLM-Based Cellular Perturbation Reasoning

LLM-based cellular perturbation reasoning relies on intrinsic gene tendencies rather than true perturbation effects, and contrastive evidence organization improves prediction accuracy substantially.

XINYU YUAN, Xixian Liu, Jianan Zhao, Ya Shi Zhang and 2 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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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 9/10
strict 3/5
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NeurIPS 2026Max Planck Institute for Human DMilaMPI for Human DevelopmentMax-Planck InstituteMPI for Intelligent Systems, TübLLM reasoning & chain of thought

The Alien Space of Science: Sampling Coherent but Cognitively Unavailable Research Directions

A framework samples coherent but cognitively unavailable "alien" research directions by maximizing idea coherence while minimizing existing community availability, broadening explored vocabularies 3.5-7x over LLM baselines.

Alejandro H. Artiles, Martin Weiss, Levin Brinkmann, Iyad Rahwan and 5 more

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

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13/20 AI panelreviewers recommend it

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5