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Showing papers from University of Maryland, Baltimore County Show all papers

45%Niche pick
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NeurIPS 2026U Maryland, Baltimore CountyArizona StateVrije Universiteit AmsterdamRL for LLMs

Cornerstones or Stumbling Blocks? Deciphering the Rock Tokens in On-Policy Distillation

Yuxuan Jiang, Runchao Li, Shubhashis Roy Dipta, Dawei Li and 1 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U UtahU Maryland, Baltimore CountyU DhakaInstitute of Education and ReseaEricssonMulti-agent LLM systems

AgentCollabBench: Diagnosing When Good Agents Make Bad Collaborators

AgentCollabBench introduces 900 diagnostic tasks showing multi-agent collaboration failures stem from topology, not just model capability. Communication topology explains 7-40% of variance as converging nodes discard minority-branch constraints.

Aritra Mazumder, Shubhashis Roy Dipta, Nusrat Jahan Lia, Tanzila Khan and 9 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 18 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 4/5