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Mingxuan Yan

3 accepted papers

2025

RDD: Retrieval-Based Demonstration Decomposer for Planner Alignment in Long-Horizon Tasks

NeurIPS 2025poster

To tackle long-horizon tasks, recent hierarchical vision-language-action (VLAs) frameworks employ vision-language model (VLM)-based planners to decompose complex manipulation tasks into simpler sub-tasks that low-level visuomotor policies can easily handle. Typically, the VLM planner is finetuned to…

Cited by 0SourcecodeScholar
2025

UniOcc: A Unified Benchmark for Occupancy Forecasting and Prediction in Autonomous Driving

ICCV 2025poster

We introduce UniOcc, a comprehensive, unified benchmark and toolkit for occupancy forecasting (i.e., predicting future occupancies based on historical information) and occupancy prediction (i.e., predicting current-frame occupancy from camera images. UniOcc unifies the data from multiple real-world…

2024

Towards Controlled Table-to-Text Generation with Scientific Reasoning

ICASSP 2024accepted

The sheer volume of scientific experimental results and complex technical statements, often presented in tabular formats, presents a formidable barrier to individuals acquiring preferred information. The realms of scientific reasoning and content generation that adhere to user preferences encounter…

Cited by 0SourceScholar