作者位次 #3/4NeurIPS 2026Poster
Beyond Unit-Circle Eigenvalues: Invariant Bases for Stable State Space Dynamics
Jiaqian Zhu · Yang Zhang · Junhua Ding · Xiaowei Yu
长上下文与架构OpenReview
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Jiaqian Zhu · Yang Zhang · Junhua Ding · Xiaowei Yu
Ruochi Li · peter lin · Haoxuan Zhang · Haihua Chen · Junhua Ding · Edward Gehringer · Yang Zhang
Jinze Li · Yang Zhang · Xin Yang · Jiayi QU · Jinfeng Xu · Shuo Yang · Junhua Ding · Edith Cheuk-Han Ngai
Autonomous LLM agents increasingly operate in long-horizon, interactive settings where success depends on reusing experience accumulated over extended histories. However, existing agent memory systems are fundamentally constrained by text-context budgets: storing or revisiting raw trajectories is...