Authors

Chenglin Li

Publications 2

Preprint Open access

BayesNDE: Bayesian Generative Modeling for Neural Density Estimation

Chenglin Li, Qiao Liu · 2026

Density estimation is a fundamental problem in statistics and machine learning. In this work, we introduce BayesNDE, a neural density estimator based on Bayesian generative modeling. BayesNDE learns a Bayesian generative model and evaluates its density without requiring invertible networks or Jacobian-determinant compu …

Preprint Open access

ECG-Scroll: A Long-Horizon, Streaming Benchmark and Agent Environment for Interpretation of Ambulatory Electrocardiograms

Haitao Li, Chenglin Li, Zhengyao Ding et al. · 2026

Multimodal large language models (MLLMs) can now interpret a standard ten-second, twelve-lead electrocardiogram (ECG) with clinically grounded, reward-verified reasoning. Real cardiac monitoring is different. Ambulatory (Holter) and telemetry recordings span hours to days and are read as they stream in, and their clini …

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