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Author

Kuang-Ming Chen

2 papers indexed here

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Conference Aug 2026

SpatialAgent: Spatial Question Answering with LLM Agent and Perception Models

Spatial understanding has been a challenging task for existing Multi-modal Large Language Models (MLLMs). Previous methods leverage large-scale MLLM finetuning to enhance MLLM’s spatial understanding ability. In this paper, we present a data-efficient approach. We propose a LLM agent system with strong and advanced spa...

Hsiang-Wei Huang, Junbin Lu, Pyong-Kun Kim et al. · 0 citations

TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action

Experiments on video temporal grounding and highlight detection benchmarks show that TEMPURA substantially improves strong base VLMs across model families and scales, confirming that combining event-level reasoning with fine-grained temporal segmentation is an effective recipe for video temporal understanding.

Jen-Hao Cheng, Yi-Hao Peng, Huapeng Zhou et al. · 11 citations · ⚡1

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