Authors

Ying Tang

Publications 2

Preprint Open access

Proximal Causal Learning under Unmeasured Confounding

Ying Tang, Yi Wang · 2026

Estimating treatment effects from observational data typically relies on the No Unmeasured Confounding Assumption (NUCA), which rarely holds in practice. Proximal causal learning (PCL) addresses unmeasured confounding via proxy variables, yet existing methods require the proxy variables to be pre-specified. Thus, we pr …

Preprint Open access

DeepSeek-V4.1-Flash: Pushing the Limits of KV Cache Compression

DeepSeek-AI, Anyi Xu, B. Li et al. · 2026

The widespread adoption of long-horizon agents has made model workloads increasingly input-heavy. Although prior work has substantially reduced the cost of long-context computation, prefill remains computationally expensive, and large KV caches continue to strain HBM and SSD capacity and data-transfer bandwidth. Togeth …

Co-authors

Yi Wang DeepSeek-AI Anyi Xu B. Li Bangcai Lin Bing Xue BingCheng Xian Bingzheng Xu Bochao Wu Bowei Zhang Boyi Deng C. C. Yu