Author

Haolin Tian

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Preprint Aug 2026

A Two-Tier Perspective on Inference-Time Parallelism in Multi-Agent LLM Systems

TIPEX is proposed, a controllable execution framework that unifies these two levels of parallelism and coordinates their roles within the inference process under a unified execution semantics while supporting systematic combinations and analyses of different parallel strategies and parameter configurations.

Zihan Xu, Haolin Tian, Hai Jiang · 0 citations

Preprint Aug 2026

Every Cache Entry Earns Its Place: Global Allocation of Resolution and Coverage for KV Cache Compression

GraceKV is proposed, a global approach for the allocation of resolution and coverage in KV cache compression, and the compression process is formulated as a global resource allocation problem under a fixed cache budget to validate the effectiveness of global budget allocation in coordinating information coverage and lo...

Haolin Tian, Yuzhe Liu, Tong-Han Wang · 0 citations