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20232026
most citedLiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding

13 citations · 25 across the 12 of their papers we have counts for

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6 papers · 1 filter

cs.RO2026

Lift3D-VLA: Lifting VLA Models to 3D Geometry and Dynamics-Aware Manipulation

Jiaming Liu, Qingpo Wuwu, Nuowei Han +8

Recently, Vision-Language-Action (VLA) models have demonstrated strong generalization across diverse tasks. However, effective robotic manipulation in physical environments fundame…

cs.RO2026

TACO: TActile World Model as a Self-COrrector for Scalable Robot Policy Post-Training

Shengbang Liu, Yueru Jia, Yuyang Yan +7

Vision-Language-Action models and World Action Models have shown promising generalization in robotic manipulation but remain fragile in contact-rich tasks, where contact perturbati…

cs.RO2026

PHASER: Phase-Aware and Semantic Experience Replay for Vision-Language-Action Models

Ziyang Chen, Shaoguang Wang, Weiyu Guo +5

Vision-Language-Action (VLA) models have achieved remarkable success in language-conditioned robotic manipulation. However, deploying these models in open-ended environments requir…

cs.RO2025

Video2Act: A Dual-System Video Diffusion Policy with Robotic Spatio-Motional Modeling

Yueru Jia, Jiaming Liu, Shengbang Liu +7

Robust perception and dynamics modeling are fundamental to real-world robotic policy learning. Recent methods employ video diffusion models (VDMs) to enhance robotic policies, impr…

cs.RO2025

RoboCOIN: An Open-Sourced Bimanual Robotic Data Collection for Integrated Manipulation

Shihan Wu, Xuecheng Liu, Shaoxuan Xie +81

Despite the critical role of bimanual manipulation in endowing robots with human-like dexterity, large-scale and diverse datasets remain scarce due to the significant hardware hete…

cs.RO2025★ 3 cited

Fast-in-Slow: A Dual-System Foundation Model Unifying Fast Manipulation within Slow Reasoning

Hao Chen, Jiaming Liu, Chenyang Gu +8

Generalized policy and execution efficiency constitute the two critical challenges in robotic manipulation. While recent foundation policies benefit from the common-sense reasoning…