MultiPLY: A Multisensory Object-Centric Embodied Large Language Model in 3D World
Yining Hong, Zishuo Zheng, Peihao Chen, Yian Wang, Junyan Li, Chuang Gan
Abstract
You are an AI assistant / task generator in the room. You need to generate a task in the scene. Demonstration: For Room 1: [Few shot example] Generate similar responses for Room 2. Response : For Room 2: Q: Is the donut ready to eat? t1 input: Q + I see a donut. output: <select> [Choose donut] t2 input: Q + I see a donut. <select> output: <touch> [tactile] [temperature] t3 input: Q + I see a donut. <select> <touch> [tactile] [temperature] output: It is hard, cold and not ready to eat.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext fd13fc5b-57b2-486c-94c4-79376e5bbeddCited by top-tier papers16
- VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D ReconstructionZhiwen Fan, Jian Zhang, Renjie Li, Junge Zhang et al.CVPR 2026 · 171 citations
- Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene UnderstandingYunze Man, Shuhong Zheng, Zhipeng Bao, Martial Hebert et al.NeurIPS 2024 · 56 citations
- 3DLLM-Mem: Long-Term Spatial-Temporal Memory for Embodied 3D Large Language ModelWenbo Hu, Yining Hong, Yanjun Wang, Leison Gao et al.NeurIPS 2025 · 30 citations
- LiveScene: Language Embedding Interactive Radiance Fields for Physical Scene Control and RenderingDelin Qu, Qizhi Chen, Pingrui Zhang, Xianqiang Gao et al.NeurIPS 2024 · 6 citations
- HIS-GPT: Towards 3D Human-In-Scene Multimodal UnderstandingJiahe Zhao, Ruibing Hou, Zejie Tian, Hong Chang et al.ICCV 2025 · 6 citations
Builds on24
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae LeeNeurIPS 2023 · 11,349 citations
- BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language ModelsJunnan Li, Dongxu Li, Silvio Savarese, Steven C. H. HoiICML 2023 · 7,873 citations
- Flamingo: a Visual Language Model for Few-Shot LearningJean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, Antoine Miech et al.NeurIPS 2022 · 6,707 citations
- Habitat: A Platform for Embodied AI ResearchManolis Savva, Jitendra Malik, Devi Parikh, Dhruv Batra et al.ICCV 2019 · 1,863 citations
Related papers
- SEED-Bench: Benchmarking Multimodal Large Language ModelsBohao Li, Yuying Ge, Yixiao Ge, Guangzhi Wang et al.CVPR 2024
- TEACh: Task-Driven Embodied Agents That ChatAishwarya Padmakumar, Jesse Thomason, Ayush Shrivastava, Patrick Lange et al.AAAI 2022 · 251 citations
- HSI-GPT: A General-Purpose Large Scene-Motion-Language Model for Human Scene InteractionYuan Wang, Yali Li, Xiang Li, Shengjin WangCVPR 2025
- Language-driven Grasp DetectionVuong Dinh An, Minh Nhat Vu, Baoru Huang, Nghia Nguyen et al.CVPR 2024
- Visual Room RearrangementLuca Weihs, Matt Deitke, Aniruddha Kembhavi, Roozbeh MottaghiCVPR 2021
