← Search

Junming Lin

2 accepted papers

2026

MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization

ICLR 2026poster

While current Multimodal Large Language Models (MLLMs) have demonstrated proficiency in reasoning tasks such as mathematics and logic, their capacity for long-chain reflective reasoning, a prerequisite for solving complex real-world problems, remains largely underexplored. In this work, we first co…

Cited by 0SourcecodeScholar
2026

StreamingBench: Assessing the Gap for MLLMs to Achieve Streaming Video Understanding

ICASSP 2026poster

The rapid development of Multimodal Large Language Models (MLLMs) has expanded their capabilities from image comprehension to video understanding. However, most of these MLLMs focus primarily on offline video comprehension, necessitating extensive processing of all video frames before any queries ca…

Cited by 0SourcePDFScholar