2 papers
cs.CL2026
MARS: toward more efficient multi-agent collaboration for LLM reasoning
Xiao Wang, Jia Wang, Yijie Wang +3
Large language models (LLMs) have achieved impressive results in natural language understanding, yet their reasoning capabilities remain limited when operating as single agents. Mu…
cs.LG2025
PLanTS: Periodicity-aware Latent-state Representation Learning for Multivariate Time Series
Jia Wang, Xiao Wang, Chi Zhang
Multivariate time series (MTS) are ubiquitous in domains such as healthcare, climate science, and industrial monitoring, but their high dimensionality, limited labeled data, and no…