13 citations · 16 across the 28 of their papers we have counts for
3 papers · 1 filter
Toward Collective Model Intelligence: Characterizing and Coordinating Models
SinapisAI Team, Jian-Dong Liu, Qun Dai +27
Independently developed AI models accumulate diverse and complementary capabilities, but a growing model collection does not automatically realize Collective AI. Addressing this ga…
TaReD: Tool-Aware Recursive Decomposition for Long-Horizon Tasks
Wei-Xiang Mao, Zhi-Kai Chen, De-Chuan Zhan +1
Agents combine reasoning with tools to interact with external systems and complete real-world tasks. Early agents typically interleave reasoning and actions along a single executio…
ResiSpec: Enhancing Multi-Candidate Speculative Sampling via Residual Distribution Shaping
Zhi-Kai Chen, Jun-Jie Tao, Wei-Xiang Mao +2
The efficiency of Large Language Model (LLM) serving is fundamentally limited by the sequential nature of autoregressive decoding. Speculative Decoding (SD) mitigates this by using…