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Dingning Liu

3 accepted papers

2026

OmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling

ICLR 2026poster

The field of 4D world modeling—aiming to jointly capture spatial geometry and temporal dynamics—has witnessed remarkable progress in recent years, driven by advances in large-scale generative models and multimodal learning. However, the development of truly general 4D world models remains fundamen…

Cited by 0SourcecodeScholar
2025

Towards Efficient and Intelligent Laser Weeding: Method and Dataset for Weed Stem Detection

AAAI 2025technical

Weed control is a critical challenge in modern agriculture, as weeds compete with crops for essential nutrient resources, significantly reducing crop yield and quality. Traditional weed control methods, including chemical and mechanical approaches, have real-life limitations such as associated envir…

2023

LAMM: Language-Assisted Multi-Modal Instruction-Tuning Dataset, Framework, and Benchmark

NeurIPS 2023poster

Large language models have emerged as a promising approach towards achieving general-purpose AI agents. The thriving open-source LLM community has greatly accelerated the development of agents that support human-machine dialogue interaction through natural language processing. However, human interac…