3 papers
cs.CL2026
OUTLETS: Output-Length Prediction from Speculative Decoding Backbones
Weihuang Wen, Yingying Liu, Yichuan Liu +5
The heavy-tailed distribution of output lengths in Large Language Model (LLM) serving poses major challenges for resource provisioning and cluster scheduling. Although output-lengt…
q-bio.QM2025
Leveraging Transformer Models to Capture Multi-Scale Dynamics in Biomolecules by nano-GPT
Wenqi Zeng, Lu Zhang, Yuan Yao
Long-term biomolecular dynamics are critical for understanding key evolutionary transformations in molecular systems. However, capturing these processes requires extended simulatio…
q-bio.QM2025
Automated Model-Free Sorting of Single-Molecule Fluorescence Events Using a Deep Learning Based Hidden-State Model
Wenqi Zeng, Shuqi Zhou, Yuan Yao +1
Single-molecule fluorescence assays enable high-resolution analysis of biomolecular dynamics, but traditional analysis pipelines are labor-intensive and rely on users' experience,…