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Zhe Hou

5 accepted papers

2026

Few-Shot Precise Event Spotting via Unified Multi-Entity Graph and Distillation

AAAI 2026technical

Precise event spotting (PES) aims to recognize fine-grained events at exact moments and has become a key component of sports analytics. This task is particularly challenging due to rapid succession, motion blur, and subtle visual differences. Consequently, most existing methods rely on domain-specif

Cited by 0SourcePDFScholar
2025

$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos

ICLR 2025poster

Analyzing Fast, Frequent, and Fine-grained ($F^3$) events presents a significant challenge in video analytics and multi-modal LLMs. Current methods struggle to identify events that satisfy all the $F^3$ criteria with high accuracy due to challenges such as motion blur and subtle visual discrepancies…

2025

Position: Trustworthy AI Agents Require the Integration of Large Language Models and Formal Methods

ICML 2025poster

Large Language Models (LLMs) have emerged as a transformative AI paradigm, profoundly influencing broad aspects of daily life. Despite their remarkable performance, LLMs exhibit a fundamental limitation: hallucination—the tendency to produce misleading outputs that appear plausible. This inherent…

Cited by 0SourcePDFScholar
2025

Temporal Logic-Guided DQN for Object Delivery and Transportation Using Magnetic Microrobots With Local Control

RA-L 2025

Microrobots driven by magnetic fields hold significant promise in medical applications, particularly in drug delivery–a key area in the biomedical field. Traditional approaches primarily rely on global magnetic fields to control single microrobots, which makes it challenging to independently control

Cited by 0SourceScholar
2024

On a Magnetically Driven Array System with Autonomous Motion and Object Delivery for Biomedical Microrobots

IROS 2024poster

The application of microrobots in the biomedical field has attracted great interest, among which drug transportation is one of the application scenarios. Traditional studies used the global magnetic field to control single microrobot, therefore it is impossible to control multiple microrobots. To ad…

Cited by 14SourceScholar