← Search

Mingwei Lin

4 accepted papers

2026

BiO-HMC: Dynamic Human-Machine Collaboration for Consensus Decision-Making via Bilevel Optimization

AAAI 2026technical

Consensus decision-making uses crowd responses (usually from non-experts) to questions to reach a consensus answer based on human-machine collaboration. The crucial point is dynamic, which should not only enable rapid self-iteration toward the correct answer through crowd workers

Cited by 0SourcePDFScholar
2026

Towards Vision-Spatiotemporal Fusion in Traffic Forecasting: A Survey on Cross-Modal Alignment

IJCAI 2026

Traffic forecasting is evolving, with world models emerging as a powerful framework applicable to tasks such as core state, trajectory, event, and demand forecasting. These tasks involve both visual and spatiotemporal data, yet most existing methods treat them separately, hindering a unified underst

Cited by 0Scholar
2025

MarineGym: A High-Performance Reinforcement Learning Platform for Underwater Robotics

IROS 2025

This study introduces MarineGym, a high-performance reinforcement learning platform tailored for underwater robotics. It aims to address the limitations of existing underwater simulation environments in terms of reinforcement learning compatibility, training efficiency, and standardized benchmarking

Cited by 9SourceScholar
2024

An Autoencoder-Like Nonnegative Matrix Co-Factorization for Improved Student Cognitive Modeling

NeurIPS 2024poster

Student cognitive modeling (SCM) is a fundamental task in intelligent education, with applications ranging from personalized learning to educational resource allocation. By exploiting students' response logs, SCM aims to predict their exercise performance as well as estimate knowledge proficiency in…

Cited by 0SourcePDFScholar