This page shows the most relevant public items for Efficiency, ranked by trend activity and review signal. Use weekly for fast changes, monthly for more stable patterns, and all-time for evergreen picks.
Paper • Feb 28, 2026 • arXiv • Anonymous
Recent advancements in agentic reasoning rely heavily on self-verification loops, where models constantly double-check their own logic. However, this often leads to excessive computational waste an...
Paper • Jun 2, 2025 • arXiv • Peter Belcak, Greg Heinrich, Shizhe Diao, Yonggan Fu, Xin Dong, Saurav Muralidharan, Yingyan Celine Lin, Pavlo Molchanov
The rise of agentic AI systems has ushered in a mass of applications where language models perform specialized tasks repetitively with little variation. This position paper argues that Small Langua...
Paper • Feb 15, 2026 • arXiv • Zheng et al.
Existing multi-agent frameworks often rely on static or task-level workflows, which either over-process simple queries or underperform on complex ones, while neglecting the efficiency-performance t...
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