الباحثون

Siyu An

المنشورات 2

نسخة أولية وصول مفتوح

ATTUNER: Recomputation-Free KV Cache Reuse via Query-Side Adaptation

Xinghao Chen, Junnan Dong, Cai Ke وآخرون · 2026

Large language model (LLM) agents repeatedly load reusable content, such as skills, documents, and memory entries, into the current context. Re-encoding this content for every request wastes computation. Position-independent caching (PIC) alleviates this by encoding each artifact independently and reusing its key-value …

نسخة أولية وصول مفتوح

Disentangling Long-Term Memory via Latent Neuro-Symbolic Reasoning

Cai Ke, Xinghao Chen, Xiaoyu Shen وآخرون · 2026

Personalized agents are required to reason over long-term history interactions to infer both explicit preferences and implicit behavioral evidence. While early flat retrieval methods score memory fragments independently and neglect the distributed information, current structured memory frameworks rely on query-agnostic …

المؤلفون المشاركون