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Showing papers from University of Aberdeen Show all papers

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NeurIPS 2026West VirginiaU AberdeenVision-language models

When Medical VLMs Stop Understanding: MedTEC-Bench for Probing Semantic Specificity

Ahsan H Akash, Alina Devkota, Donald A Adjeroh, Binod Bhattarai and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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strict 0/5
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NeurIPS 2026U Texas at AustinBangladesh University of EngineeWest VirginiaU AberdeenRL for LLMs

Two is better than one: A Collapse-free Multi-Reward RLIF Training Framework

A multi-reward RLIF framework combining cluster-voting and self-certainty rewards with GDPO normalization and KL-Cov regularization prevents collapse and matches supervised RLVR performance.

Shourov Joarder, Diganta Sikdar, Ahsan H Akash, Binod Bhattarai and 1 more

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

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AI panel: 10 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 0/5