Author

Boyuan Pan

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#artificial intelligence Preprint Oct 2026

From Pareto to Preference: Personalized Test-Time Scaling via Amortized Agentic Policy Discovery

Test-time scaling (TTS) improves the reasoning capabilities of large language models by allocating additional inference computation. Existing approaches to improving TTS efficiency largely optimize accuracy against one resource dimension at a time, advancing either the accuracy--cost or accuracy--latency Pareto frontie...

Xing-Lin Wang, Zi-Shen Liu, Tong Zheng et al. · 0 citations

#natural language process... Preprint Aug 2026

Dual-Layer Agentic Memory with Fast Write Routing and Slow Consolidation

Dual-Layer Agentic Memory is proposed, a framework that shifts memory management to the write phase through cost-aware epistemic routing and periodic parametric consolidation, allowing the router to adaptively suppress redundant writes as the model's epistemic boundaries evolve.

Wen-Zhi Li, Dong Nie, Ruiyi Lan et al. · 1 citation