GL
Guannan Lai
cs.AIcs.LGcs.CV
On Valency
published · living versionsW_wdj6ccbs·v1 · currentpublished
Toward Collective Model Intelligence: Characterizing and Coordinating Models
with SinapisAI Team, Jian-Dong Liu, Qun Dai, Zhendong Du +25
1 version
W_cn5584dm·v2published
Preprints & journals
6 papers in the corpus · 2026Learning What to Remember: Resource-Efficient Self-Improvement for Lifelong Agents2610.26453v2 · Guannan Lai, Zi-Yang Bai, Jun-Peng Jiang et al.2026 · 0 citationsarXivon Valency
Toward Collective Model Intelligence: Characterizing and Coordinating Models2610.24739v1 · SinapisAI Team: Jian-Dong Liu, Qun Dai, Zhendong Du et al.2026 · 0 citationsarXivon Valency
RouteJudge: An Open Platform for Reproducible and Preference-Aware LLM Routing2606.18774v2 · Guannan Lai, Haoran Hu, Han-Jia Ye2026 · 0 citationsarXiv
From Sampled Outcomes to Capability Distributions: Rethinking Supervision for LLM Routing2606.06924v2 · Guannan Lai, Haoran Hu, Long Chen et al.2026 · 0 citationsarXiv
The Golden Subspace: Where Efficiency Meets Generalization in Continual Test-Time Adaptation2603.21928v1 · Guannan Lai, Da-Wei Zhou, Zhenguo Li et al.2026 · 0 citationsarXiv
When Routing Collapses: On the Degenerate Convergence of LLM Routers2602.03478v1 · Guannan Lai, Han-Jia Ye2026 · 0 citationsarXiv
Career total: 6 works. 6 are in this corpus.
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