5 papers
RareDxR1: Autonomous Medical Reasoning for Rare Disease Diagnosis Beyond Human Annotation
Deyang Jiang, Haoran Wu, Ziyi Wang +4
Rare disease differential diagnosis is a critical yet arduous clinical task, requiring physicians to identify precise phenotypes from complex, unstructured patient symptoms and exe…
Adaptive Runge-Kutta Dynamics for Spatiotemporal Prediction
Xuanle Zhao, Yue Sun, Ziyi Wang +2
Spatiotemporal prediction is important in solving natural problems and processing video frames, especially in weather forecasting and human action recognition. Recent advances atte…
World Models for Policy Refinement in StarCraft II
Yixin Zhang, Ziyi Wang, Yiming Rong +6
Large Language Models (LLMs) have recently shown strong reasoning capabilities, motivating their use in complex decision-making environments. StarCraft II (SC2), with its massive s…
Speech-Aware Long Context Pruning and Integration for Contextualized Automatic Speech Recognition
Yiming Rong, Yixin Zhang, Ziyi Wang +5
Automatic speech recognition (ASR) systems have achieved remarkable performance in common conditions but often struggle to leverage long-context information in contextualized scena…
LVC: A Lightweight Compression Framework for Enhancing VLMs in Long Video Understanding
Ziyi Wang, Haoran Wu, Yiming Rong +5
Long video understanding is a complex task that requires both spatial detail and temporal awareness. While Vision-Language Models (VLMs) obtain frame-level understanding capabiliti…