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2003.05436
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Learning Predictive Representations for Deformable Objects Using Contrastive Estimation
Conference on Robot Learning (CoRL), 2020
11 March 2020
Wilson Yan
Ashwin Vangipuram
Pieter Abbeel
Lerrel Pinto
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Papers citing
"Learning Predictive Representations for Deformable Objects Using Contrastive Estimation"
50 / 127 papers shown
Title
Foldsformer: Learning Sequential Multi-Step Cloth Manipulation With Space-Time Attention
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Learning Neural Force Manifolds for Sim2Real Robotic Symmetrical Paper Folding
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Dezhong Tong
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Visuotactile Affordances for Cloth Manipulation with Local Control
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N. Sunil
Shaoxiong Wang
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Edward H. Adelson
Alberto Rodriguez
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Learning Fabric Manipulation in the Real World with Human Videos
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Jad Abou-Chakra
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AutoBag: Learning to Open Plastic Bags and Insert Objects
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Ken Goldberg
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214
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31 Oct 2022
DaXBench: Benchmarking Deformable Object Manipulation with Differentiable Physics
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Siwei Chen
Yiqing Xu
Cunjun Yu
Linfeng Li
Xiao Ma
Zhongwen Xu
David Hsu
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162
24
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24 Oct 2022
PI-QT-Opt: Predictive Information Improves Multi-Task Robotic Reinforcement Learning at Scale
Conference on Robot Learning (CoRL), 2022
Kuang-Huei Lee
Ted Xiao
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Paul Wohlhart
Ian S. Fischer
Yao Lu
274
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Visual Reinforcement Learning with Self-Supervised 3D Representations
IEEE Robotics and Automation Letters (RA-L), 2022
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Nicklas Hansen
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Xiaolong Wang
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275
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Learning the Dynamics of Compliant Tool-Environment Interaction for Visuo-Tactile Contact Servoing
Conference on Robot Learning (CoRL), 2022
Mark Van der Merwe
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Nima Fazeli
183
14
0
07 Oct 2022
Focused Adaptation of Dynamics Models for Deformable Object Manipulation
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A. LaGrassa
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Dmitry Berenson
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173
19
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Bimanual rope manipulation skill synthesis through context dependent correction policy learning from human demonstration
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Emre Ugur
Erhan Öztop
93
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SGTM 2.0: Autonomously Untangling Long Cables using Interactive Perception
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K. Shivakumar
Vainavi Viswanath
Anrui Gu
Yahav Avigal
Justin Kerr
Jeffrey Ichnowski
Richard Cheng
Thomas Kollar
Ken Goldberg
128
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0
27 Sep 2022
EDO-Net: Learning Elastic Properties of Deformable Objects from Graph Dynamics
IEEE International Conference on Robotics and Automation (ICRA), 2022
Alberta Longhini
Marco Moletta
Alfredo Reichlin
Michael C. Welle
David Held
Zackory M. Erickson
Danica Kragic
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139
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Model Predictive Control for Dynamic Cloth Manipulation: Parameter Learning and Experimental Validation
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Adria Luque
David Parent
Adrià Colomé
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Carme Torras
195
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A Dual-Arm Collaborative Framework for Dexterous Manipulation in Unstructured Environments with Contrastive Planning
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Fan Wang
Luyin Hu
Peng Zhou
Jihong Zhu
Hesheng Wang
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181
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13 Sep 2022
A Data-Centric Approach For Dual-Arm Robotic Garment Flattening
Social Science Research Network (SSRN), 2022
Li Duan
G. Aragon-Camarasa
144
2
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29 Aug 2022
Robotic Dough Shaping
International Conference on Control, Automation and Systems (ICCAS), 2022
Jan Ondras
Di Ni
Xi Deng
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Henry Zheng
Tapomayukh Bhattacharjee
144
4
0
31 Jul 2022
Learning to Singulate Layers of Cloth using Tactile Feedback
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
Sashank Tirumala
Thomas Weng
Daniel Seita
Oliver Kroemer
Zeynep Temel
David Held
122
26
0
22 Jul 2022
Autonomously Untangling Long Cables
Vainavi Viswanath
K. Shivakumar
Justin Kerr
Brijen Thananjeyan
Ellen R. Novoseller
Jeffrey Ichnowski
Alejandro Escontrela
Michael Laskey
Joseph E. Gonzalez
Ken Goldberg
195
26
0
16 Jul 2022
Learning Closed-loop Dough Manipulation Using a Differentiable Reset Module
IEEE Robotics and Automation Letters (RA-L), 2022
Carl Qi
Xingyu Lin
David Held
136
20
0
11 Jul 2022
Mesh-based Dynamics with Occlusion Reasoning for Cloth Manipulation
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Xingyu Lin
David Held
AI4CE
202
59
0
06 Jun 2022
Global Model Learning for Large Deformation Control of Elastic Deformable Linear Objects: An Efficient and Adaptive Approach
IEEE Transactions on robotics (TRO), 2022
Mingrui Yu
Kangchen Lv
Hanzhong Zhong
Shiji Song
Xiang Li
AI4CE
243
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0
09 May 2022
RoboCraft: Learning to See, Simulate, and Shape Elasto-Plastic Objects with Graph Networks
Haochen Shi
Huazhe Xu
Zhiao Huang
Yunzhu Li
Jiajun Wu
155
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Zero-Episode Few-Shot Contrastive Predictive Coding: Solving intelligence tests without prior training
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107
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Recognising Known Configurations of Garments For Dual-Arm Robotic Flattening
International Conference Robotics and Computer Vision (ICRCV), 2022
Li Duan
G. Aragon-Camarasa
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119
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30 Apr 2022
Learning to Drive by Watching YouTube Videos: Action-Conditioned Contrastive Policy Pretraining
European Conference on Computer Vision (ECCV), 2022
Qihang Zhang
Zhenghao Peng
Bolei Zhou
SSL
189
41
0
05 Apr 2022
DiffSkill: Skill Abstraction from Differentiable Physics for Deformable Object Manipulations with Tools
International Conference on Learning Representations (ICLR), 2022
Xingyu Lin
Zhiao Huang
Yunzhu Li
J. Tenenbaum
David Held
Chuang Gan
197
85
0
31 Mar 2022
Offline-Online Learning of Deformation Model for Cable Manipulation with Graph Neural Networks
IEEE Robotics and Automation Letters (RA-L), 2022
Changhao Wang
Yuyou Zhang
Xiang Zhang
Zheng Wu
Xinghao Zhu
Shiyu Jin
Te Tang
Masayoshi Tomizuka
OffRL
AI4CE
150
62
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28 Mar 2022
Augment-Connect-Explore: a Paradigm for Visual Action Planning with Data Scarcity
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
M. Lippi
Michael C. Welle
Petra Poklukar
Alessandro Marino
Danica Kragic
130
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0
24 Mar 2022
Semantic State Estimation in Cloth Manipulation Tasks
Georgies Tzelepis
E. Aksoy
J´ulia Borras
Guillem Alenyà
100
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22 Mar 2022
One After Another: Learning Incremental Skills for a Changing World
International Conference on Learning Representations (ICLR), 2022
Nur Muhammad (Mahi) Shafiullah
Lerrel Pinto
CLL
154
15
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21 Mar 2022
Multi-View Dreaming: Multi-View World Model with Contrastive Learning
Akira Kinose
Masashi Okada
Ryogo Okumura
T. Taniguchi
OffRL
118
11
0
15 Mar 2022
ACID: Action-Conditional Implicit Visual Dynamics for Deformable Object Manipulation
Bokui Shen
Zhenyu Jiang
Chris Choy
Leonidas Guibas
Silvio Savarese
Anima Anandkumar
Yuke Zhu
AI4CE
269
48
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14 Mar 2022
Tactile-Sensitive NewtonianVAE for High-Accuracy Industrial Connector Insertion
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
Ryogo Okumura
Nobuki Nishio
T. Taniguchi
220
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10 Mar 2022
Weakly Supervised Correspondence Learning
IEEE International Conference on Robotics and Automation (ICRA), 2022
Zihan Wang
Zhangjie Cao
Yilun Hao
Dorsa Sadigh
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199
10
0
02 Mar 2022
DreamingV2: Reinforcement Learning with Discrete World Models without Reconstruction
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
Masashi Okada
T. Taniguchi
3DV
OffRL
193
34
0
01 Mar 2022
KINet: Unsupervised Forward Models for Robotic Pushing Manipulation
IEEE Robotics and Automation Letters (RA-L), 2022
Alireza Rezazadeh
Changhyun Choi
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3DPC
238
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Look Closer: Bridging Egocentric and Third-Person Views with Transformers for Robotic Manipulation
IEEE Robotics and Automation Letters (RA-L), 2022
Rishabh Jangir
Nicklas Hansen
Sambaran Ghosal
Mohit Jain
Xiaolong Wang
320
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19 Jan 2022
FabricFlowNet: Bimanual Cloth Manipulation with a Flow-based Policy
Conference on Robot Learning (CoRL), 2021
Thomas Weng
Sujay Bajracharya
Yufei Wang
Khush Agrawal
David Held
221
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Planar Robot Casting with Real2Sim2Real Self-Supervised Learning
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Lawrence Yunliang Chen
Jonathan Wang
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Michael Laskey
Ken Goldberg
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318
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08 Nov 2021
Robot Learning from Randomized Simulations: A Review
Frontiers in Robotics and AI (Front. Robot. AI), 2021
Fabio Muratore
Fabio Ramos
Greg Turk
Wenhao Yu
Michael Gienger
Jan Peters
AI4CE
240
105
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DiffSRL: Learning Dynamical State Representation for Deformable Object Manipulation with Differentiable Simulator
IEEE Robotics and Automation Letters (RA-L), 2021
Sirui Chen
Yunhao Liu
Jialong Li
Shang Wen Yao
Tingxiang Fan
Jia Pan
AI4CE
106
14
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24 Oct 2021
Learning Visual Shape Control of Novel 3D Deformable Objects from Partial-View Point Clouds
IEEE International Conference on Robotics and Automation (ICRA), 2021
Bao Thach
Brian Y. Cho
Alan Kuntz
Tucker Hermans
3DPC
154
37
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10 Oct 2021
Shape Control of Deformable Linear Objects with Offline and Online Learning of Local Linear Deformation Models
IEEE International Conference on Robotics and Automation (ICRA), 2021
Mingrui Yu
Hanzhong Zhong
Xiang-Yang Li
OffRL
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190
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23 Sep 2021
Learning Visual Feedback Control for Dynamic Cloth Folding
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Julius Hietala
David Blanco Mulero
G. Alcan
Ville Kyrki
253
37
0
10 Sep 2021
Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning
International Conference on Learning Representations (ICLR), 2021
Denis Yarats
Rob Fergus
A. Lazaric
Lerrel Pinto
OffRL
327
418
0
20 Jul 2021
Towards synthesizing grasps for 3D deformable objects with physics-based simulation
Tran Minh Son Le
Jens Lundell
Fares J. Abu-Dakka
Ville Kyrki
157
3
0
19 Jul 2021
DeformerNet: A Deep Learning Approach to 3D Deformable Object Manipulation
Bao Thach
Alan Kuntz
Tucker Hermans
3DPC
96
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16 Jul 2021
Deformable Elasto-Plastic Object Shaping using an Elastic Hand and Model-Based Reinforcement Learning
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Carolyn Matl
R. Bajcsy
100
24
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14 Jul 2021
Learning Task Informed Abstractions
International Conference on Machine Learning (ICML), 2021
Xiang Fu
Ge Yang
Pulkit Agrawal
Tommi Jaakkola
236
74
0
29 Jun 2021
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