Jialin Chen

collaborators

2 papers

cs.DS2026

The Power of Local Marginals: An $O (ε^{- 1})$ -Aspect-Ratio Reduction for Dynamic Weighted Matching

Jiale Chen

We study dynamic maximum weight matching (MWM) under edge insertions and deletions in two settings: maintaining a $(1 \pm ε)$ -approximation to the optimum weight, and maint…

cs.CL2026

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations

Yan Fang, Jialin Chen, Chun Gan +5

LLM-native advertising embeds sponsored content directly into model-generated responses, shifting the unit of sale from a fixed slot to a moment within an evolving conversation. Ex…

The Power of Local Marginals: An O(ε−1)-Aspect-Ratio Reduction for Dynamic Weighted Matching

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations

The Power of Local Marginals: An $O (ε^{- 1})$ -Aspect-Ratio Reduction for Dynamic Weighted Matching