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20212023
most citedPlanning with Sequence Models through Iterative Energy Minimization

4 citations · 7 across the 5 of their papers we have counts for

collaborators

5 papers

cs.RO2023

KGNv2: Separating Scale and Pose Prediction for Keypoint-based 6-DoF Grasp Synthesis on RGB-D input

Yiye Chen, Ruinian Xu, Yunzhi Lin +2

We propose a new 6-DoF grasp pose synthesis approach from 2D/2.5D input based on keypoints. Keypoint-based grasp detector from image input has demonstrated promising results in the…

cs.LG2023★ 4 cited

Planning with Sequence Models through Iterative Energy Minimization

Hongyi Chen, Yilun Du, Yiye Chen +2

Recent works have shown that sequence modeling can be effectively used to train reinforcement learning (RL) policies. However, the success of applying existing sequence models to p…

cs.CV2023

WDiscOOD: Out-of-Distribution Detection via Whitened Linear Discriminant Analysis

Yiye Chen, Yunzhi Lin, Ruinian Xu +1

Deep neural networks are susceptible to generating overconfident yet erroneous predictions when presented with data beyond known concepts. This challenge underscores the importance…

cs.RO2022

Keypoint-GraspNet: Keypoint-based 6-DoF Grasp Generation from the Monocular RGB-D input

Yiye Chen, Yunzhi Lin, Ruinian Xu +1

Great success has been achieved in the 6-DoF grasp learning from the point cloud input, yet the computational cost due to the point set orderlessness remains a concern. Alternative…

cs.CV2021★ 3 cited

A Joint Network for Grasp Detection Conditioned on Natural Language Commands

Yiye Chen, Ruinian Xu, Yunzhi Lin +1

We consider the task of grasping a target object based on a natural language command query. Previous work primarily focused on localizing the object given the query, which requires…