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Stefan 0 Soatto

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#artificial intelligence Preprint Oct 2026

On the Clock: Towards Punctual and Productive Time-Budgeted AI Agents

We study whether small LLM agents can operate effectively under explicit wall-clock time budgets by both respecting the allocated runtime and using available time productively. We evaluate Qwen3.6-27B on five competitions from MLE-Bench Lite and Qwen3-4B on Zork I (Jericho), two agentic benchmarks where additional comp...

Aaron Wang, Neelabh Madan, Vlad Sobal et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Higher-order pruning of experts in mixture-of-experts language models

Mixture-of-Experts (MoE) language models suffer from large parameter counts, which create a significant memory bottleneck. Expert pruning is the most direct approach for reducing this parameter count, yet existing methods make pruning decisions for each expert independently, and assume experts'contributions are purely...

Alex M. Tseng, Prannay Kaul, L. Zancato et al. · 1 citation

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