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Preprint Oct 2026

ClunoGS: Compact Language 3D Gaussian Splatting via Unified Optimization

Language 3D Gaussian Splatting enables open-vocabulary scene understanding by associating Gaussian primitives with language features. These semantic attributes increase model storage, while most existing 3DGS compression methods are designed mainly to preserve RGB rendering quality. One straightforward approach is to a...

Jian Xu, Yi Li, Ying Huang et al. · 0 citations
Open access Sep 2026

CatKV: Accelerating Position-Independent Caching with Context-Adaptive KV Cache Compression

Context caching is widely adopted to reduce the dominant prefill cost for long prompts across various large language model (LLM) applications. Recently, position-independent caching (PIC) has emerged to improve KV cache reuse beyond strict prefix matching. However, the required KV caches often reside in a persistent re...

Jie-Shou Xu, Ren-Jie Liu, Yi Li et al. · 0 citations
#artificial intelligence Preprint Aug 2026

A Universal Context-Reuse Layer for Cross-Model KV Sharing

Results provide initial evidence that KV states can serve as transferable computational representations rather than strictly model-local caches, and motivate context mobility as a systems abstraction for reducing redundant prefill across heterogeneous LLM and multi-agent inference workflows.

Yi Li, Dongming Jiang, Yi Zhao et al. · 2 citations

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