2 papers
cs.AR2026
Unified Lookup-Table Inference with Signed-Digit K/V Caches for Ternary LLMs
Ziang Duan, Jiajun Wu, Zetian Chen +8
Ternary LLMs make their weight-dominated projections compact and efficient, but attention remains a mismatch: its K/V cache is created online and is typically processed by a separa…
cs.LG2026
Nexusformer: Nonlinear Attention Expansion for Stable and Inheritable Transformer Scaling
Weijie Zhao, Mingquan Liu, Bolun Wang +4
Scaling Transformers typically necessitates training larger models from scratch, as standard architectures struggle to expand without discarding learned representations. We identif…