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[ICLR26] Learning physics-grounded 4D dynamics with neural gaussian force fields
Predicting physical dynamics from raw visual data remains a major challenge in AI. While recent video generation models have achieved …
Shiqian Li
,
Ruihong Shen
,
Junfeng Ni
,
Chang Pan
,
Chi Zhang
,
Yixin Zhu
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[ICLR26] Neural Force Field: Few-shot Learning of Generalized Physical Reasoning
Physical reasoning is a remarkable human ability that enables rapid learning and generalization from limited experience. Current AI …
Shiqian Li
,
Ruihong Shen
,
Yaoyu Tao
,
Chi Zhang
,
Yixin Zhu
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[NeurIPS25] DrivAerStar: An Industrial-Grade CFD Dataset for Vehicle Aerodynamic Optimization
Vehicle aerodynamics optimization has become critical for automotive electrification, where drag reduction directly determines electric …
Jiyan Qiu
,
Lyulin Kuang
,
Guan Wang
,
Yichen Xu
,
Leiyao Cui
,
Shaotong Fu
,
Yixin Zhu
,
Ruihua Zhang
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[NeurIPS25] Taccel: Scaling Up Vision-based Tactile Robotics via High-performance GPU Simulation
Tactile sensing is crucial for achieving human-level robotic capabilities in manipulation tasks. As a promising solution, Vision-Based …
Yuyang Li
,
Wenxin Du
,
Chang Yu
,
Puhao Li
,
Zihang Zhao
,
Tengyu Liu
,
Chenfanfu Jiang
,
Yixin Zhu
,
Siyuan Huang
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NVIDIA GTC Paris
NVIDIA Technical Blog
The Linux Foundation
北大AI院官微
北武院官微
[CogSci25] A simulation-heuristics dual-process model for intuitive physics
The role of mental simulation in human physical reasoning is widely acknowledged, but whether it is employed across scenarios with …
Shiqian Li
,
Yuxi Ma (Yuki)
,
Jiajun Yan
,
Bo Dai
,
Yujia Peng
,
Chi Zhang
,
Yixin Zhu
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[NeurIPS24] PhyRecon: Physically Plausible Neural Scene Reconstruction
Neural implicit representations have gained popularity in multi-view 3D reconstruction. However, most previous work struggles to yield …
Junfeng Ni
,
Yixin Chen
,
Bohan Jing
,
Nan Jiang
,
Bin Wang
,
Bo Dai
,
Puhao Li
,
Yixin Zhu
,
Song-Chun Zhu
,
Siyuan Huang
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[ICLR24] I-PHYRE: Interactive Physical Reasoning
Current evaluation protocols predominantly assess physical reasoning in stationary scenes, creating a gap in evaluating agents’ …
Shiqian Li
,
Kewen Wu
,
Chi Zhang
,
Yixin Zhu
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北大AI院官微
[ICCV23] X-VoE: Measuring eXplanatory Violation of Expectation in Physical Events
Intuitive physics is pivotal for human understanding of the physical world, enabling prediction and interpretation of events even in …
Bo Dai
,
Linge Wang
,
Baoxiong Jia
,
Zeyu Zhang
,
Song-Chun Zhu
,
Chi Zhang
,
Yixin Zhu
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北大新闻网
北大科研官微
北大新工科官微
北大AI院官微
[Engineering23] A Reconfigurable Data Glove for Reconstructing Physical and Virtual Grasps
In this work, we present a reconfigurable data glove design to capture different modes of human hand-object interactions, which are …
Hangxin Liu
,
Zeyu Zhang
,
Ziyuan Jiao
,
Zhenliang Zhang
,
Minchen Li
,
Chenfanfu Jiang
,
Yixin Zhu
,
Song-Chun Zhu
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[NeurIPS22] On the Learning Mechanisms in Physical Reasoning
Is dynamics prediction indispensable for physical reasoning? If so, what kind of roles do the dynamics prediction modules play during …
Shiqian Li
,
Kewen Wu
,
Chi Zhang
,
Yixin Zhu
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北大新闻网
北大AI院官网
北大科研官微
北大新工科官微
北大AI院官微
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