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Neural Task Graphs: Generalizing to Unseen Tasks from a Single Video
  Demonstration
v1v2 (latest)

Neural Task Graphs: Generalizing to Unseen Tasks from a Single Video Demonstration

10 July 2018
De-An Huang
Suraj Nair
Danfei Xu
Yuke Zhu
Animesh Garg
Li Fei-Fei
Silvio Savarese
Juan Carlos Niebles
ArXiv (abs)PDFHTML

Papers citing "Neural Task Graphs: Generalizing to Unseen Tasks from a Single Video Demonstration"

50 / 94 papers shown
Learning-based Cooperative Robotic Paper Wrapping: A Unified Control Policy with Residual Force Control
Learning-based Cooperative Robotic Paper Wrapping: A Unified Control Policy with Residual Force Control
Rewida Ali
C. C. Beltran-Hernandez
Weiwei Wan
Kensuke Harada
OffRL
135
0
0
05 Nov 2025
Impedance Primitive-augmented Hierarchical Reinforcement Learning for Sequential Tasks
Impedance Primitive-augmented Hierarchical Reinforcement Learning for Sequential TasksIEEE International Conference on Robotics and Automation (ICRA), 2025
Amin Berjaoui Tahmaz
Ravi Prakash
Jens Kober
110
3
0
27 Aug 2025
Learning Compositional Behaviors from Demonstration and Language
Learning Compositional Behaviors from Demonstration and LanguageConference on Robot Learning (CoRL), 2025
Weiyu Liu
Neil Nie
Ruohan Zhang
Jiayuan Mao
Jiajun Wu
LM&Ro
473
17
0
28 May 2025
Chain-of-Modality: Learning Manipulation Programs from Multimodal Human Videos with Vision-Language-Models
Chain-of-Modality: Learning Manipulation Programs from Multimodal Human Videos with Vision-Language-ModelsIEEE International Conference on Robotics and Automation (ICRA), 2025
Chen Wang
Fei Xia
Wenhao Yu
Tingnan Zhang
Ruohan Zhang
Ce Liu
Li Fei-Fei
Jie Tan
Jacky Liang
370
7
0
17 Apr 2025
Box2Flow: Instance-based Action Flow Graphs from Videos
Box2Flow: Instance-based Action Flow Graphs from VideosInternational Conference on Pattern Recognition (ICPR), 2024
Jiatong Li
Kalliopi Basioti
Vladimir Pavlovic
309
0
0
30 Aug 2024
Points2Plans: From Point Clouds to Long-Horizon Plans with Composable Relational Dynamics
Points2Plans: From Point Clouds to Long-Horizon Plans with Composable Relational DynamicsIEEE International Conference on Robotics and Automation (ICRA), 2024
Yixuan Huang
Christopher Agia
Jimmy Wu
Tucker Hermans
Jeannette Bohg
3DPC
658
8
0
27 Aug 2024
Learning to Recover from Plan Execution Errors during Robot
  Manipulation: A Neuro-symbolic Approach
Learning to Recover from Plan Execution Errors during Robot Manipulation: A Neuro-symbolic Approach
Namasivayam Kalithasan
Arnav Tuli
Vishal Bindal
H. Singh
Parag Singla
Rohan Paul
296
3
0
29 May 2024
KG-Planner: Knowledge-Informed Graph Neural Planning for Collaborative
  Manipulators
KG-Planner: Knowledge-Informed Graph Neural Planning for Collaborative ManipulatorsIEEE Transactions on Automation Science and Engineering (T-ASE), 2024
Wansong Liu
Kareem A. Eltouny
Sibo Tian
Xiao Liang
Minghui Zheng
374
12
0
13 May 2024
A Survey of Optimization-based Task and Motion Planning: From Classical
  To Learning Approaches
A Survey of Optimization-based Task and Motion Planning: From Classical To Learning ApproachesIEEE/ASME transactions on mechatronics (TAM), 2024
Zhigen Zhao
Shuo Cheng
Yan Ding
Ziyi Zhou
Shiqi Zhang
Danfei Xu
Ye Zhao
625
66
0
03 Apr 2024
OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task
  Completion
OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task Completion
Xinyu Zhan
Lixin Yang
Yifei Zhao
Kangrui Mao
Hanlin Xu
Zenan Lin
Kailin Li
Cewu Lu
264
69
0
28 Mar 2024
Tac-Man: Tactile-Informed Prior-Free Manipulation of Articulated Objects
Tac-Man: Tactile-Informed Prior-Free Manipulation of Articulated Objects
Zihang Zhao
Yuyang Li
Wanlin Li
Zhenghao Qi
Lecheng Ruan
Yixin Zhu
K. Althoefer
546
33
0
04 Mar 2024
PRIME: Scaffolding Manipulation Tasks with Behavior Primitives for
  Data-Efficient Imitation Learning
PRIME: Scaffolding Manipulation Tasks with Behavior Primitives for Data-Efficient Imitation Learning
Tian Gao
Soroush Nasiriany
Huihan Liu
Quantao Yang
Yuke Zhu
454
15
0
01 Mar 2024
TOD-Flow: Modeling the Structure of Task-Oriented Dialogues
TOD-Flow: Modeling the Structure of Task-Oriented DialoguesConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Sungryull Sohn
Yiwei Lyu
Anthony Z. Liu
Lajanugen Logeswaran
Dong-Ki Kim
Dongsub Shim
Honglak Lee
277
4
0
07 Dec 2023
United We Stand, Divided We Fall: UnityGraph for Unsupervised Procedure
  Learning from Videos
United We Stand, Divided We Fall: UnityGraph for Unsupervised Procedure Learning from VideosIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Siddhant Bansal
Chetan Arora
C. V. Jawahar
385
11
0
06 Nov 2023
Robot Skill Generalization via Keypoint Integrated Soft Actor-Critic
  Gaussian Mixture Models
Robot Skill Generalization via Keypoint Integrated Soft Actor-Critic Gaussian Mixture ModelsInternational Symposium on Experimental Robotics (ISER), 2023
Iman Nematollahi
Kirill Yankov
Wolfram Burgard
Tim Welschehold
349
3
0
23 Oct 2023
Evaluating Robustness of Visual Representations for Object Assembly Task
  Requiring Spatio-Geometrical Reasoning
Evaluating Robustness of Visual Representations for Object Assembly Task Requiring Spatio-Geometrical Reasoning
Chahyon Ku
Carl Winge
Ryan Diaz
Wentao Yuan
Karthik Desingh
378
4
0
15 Oct 2023
Universal Visual Decomposer: Long-Horizon Manipulation Made Easy
Universal Visual Decomposer: Long-Horizon Manipulation Made EasyIEEE International Conference on Robotics and Automation (ICRA), 2023
Zichen Zhang
Yunshuang Li
Osbert Bastani
Abhishek Gupta
Dinesh Jayaraman
Yecheng Jason Ma
Luca Weihs
331
27
0
12 Oct 2023
Compositional Servoing by Recombining Demonstrations
Compositional Servoing by Recombining DemonstrationsIEEE International Conference on Robotics and Automation (ICRA), 2023
Max Argus
Abhijeet Nayak
Martin Buchner
Silvio Galesso
Abhinav Valada
Thomas Brox
285
1
0
06 Oct 2023
Masked Diffusion with Task-awareness for Procedure Planning in
  Instructional Videos
Masked Diffusion with Task-awareness for Procedure Planning in Instructional Videos
Fen Fang
Yun Liu
Ali Koksal
Qianli Xu
Joo-Hwee Lim
VGenDiffM
322
6
0
14 Sep 2023
RH20T: A Comprehensive Robotic Dataset for Learning Diverse Skills in
  One-Shot
RH20T: A Comprehensive Robotic Dataset for Learning Diverse Skills in One-ShotIEEE International Conference on Robotics and Automation (ICRA), 2023
Haoshu Fang
Hongjie Fang
Zhenyu Tang
Jirong Liu
Chenxi Wang
Junbo Wang
Haoyi Zhu
Cewu Lu
495
175
0
02 Jul 2023
Moving Forward by Moving Backward: Embedding Action Impact over Action
  Semantics
Moving Forward by Moving Backward: Embedding Action Impact over Action SemanticsInternational Conference on Learning Representations (ICLR), 2023
Kuo-Hao Zeng
Luca Weihs
Roozbeh Mottaghi
Ali Farhadi
208
3
0
24 Apr 2023
EC^2: Emergent Communication for Embodied Control
EC^2: Emergent Communication for Embodied ControlComputer Vision and Pattern Recognition (CVPR), 2023
Yao Mu
Shunyu Yao
Mingyu Ding
Ping Luo
Chuang Gan
LM&Ro
204
22
0
19 Apr 2023
Errors are Useful Prompts: Instruction Guided Task Programming with
  Verifier-Assisted Iterative Prompting
Errors are Useful Prompts: Instruction Guided Task Programming with Verifier-Assisted Iterative Prompting
Marta Skreta
Naruki Yoshikawa
Sebastian Arellano-Rubach
Zhi Ji
L. B. Kristensen
Kourosh Darvish
Alán Aspuru-Guzik
Florian Shkurti
Animesh Garg
294
71
0
24 Mar 2023
Neural Constraint Satisfaction: Hierarchical Abstraction for
  Combinatorial Generalization in Object Rearrangement
Neural Constraint Satisfaction: Hierarchical Abstraction for Combinatorial Generalization in Object Rearrangement
Michael Chang
Alyssa Dayan
Franziska Meier
Thomas Griffiths
Sergey Levine
Amy Zhang
OCLOffRL
317
9
0
20 Mar 2023
Grounded Decoding: Guiding Text Generation with Grounded Models for
  Embodied Agents
Grounded Decoding: Guiding Text Generation with Grounded Models for Embodied AgentsNeural Information Processing Systems (NeurIPS), 2023
Wenlong Huang
Fei Xia
Dhruv Shah
Danny Driess
Andy Zeng
...
Pete Florence
Igor Mordatch
Sergey Levine
Karol Hausman
Brian Ichter
LM&Ro
311
90
0
01 Mar 2023
Multimodal Subtask Graph Generation from Instructional Videos
Multimodal Subtask Graph Generation from Instructional Videos
Y. Jang
Sungryull Sohn
Lajanugen Logeswaran
Tiange Luo
Moontae Lee
Ho Hin Lee
272
16
0
17 Feb 2023
Action Dynamics Task Graphs for Learning Plannable Representations of
  Procedural Tasks
Action Dynamics Task Graphs for Learning Plannable Representations of Procedural Tasks
Weichao Mao
Ruta Desai
Michael L. Iuzzolino
Nitin Kamra
191
7
0
11 Jan 2023
Cross-Domain Transfer via Semantic Skill Imitation
Cross-Domain Transfer via Semantic Skill ImitationConference on Robot Learning (CoRL), 2022
Karl Pertsch
Ruta Desai
Vikash Kumar
Franziska Meier
Joseph J. Lim
Dhruv Batra
Akshara Rai
LM&Ro
230
27
0
14 Dec 2022
LEAGUE: Guided Skill Learning and Abstraction for Long-Horizon
  Manipulation
LEAGUE: Guided Skill Learning and Abstraction for Long-Horizon ManipulationIEEE Robotics and Automation Letters (RA-L), 2022
Shuo Cheng
Danfei Xu
361
60
0
23 Oct 2022
STAP: Sequencing Task-Agnostic Policies
STAP: Sequencing Task-Agnostic PoliciesIEEE International Conference on Robotics and Automation (ICRA), 2022
Christopher Agia
Toki Migimatsu
Jiajun Wu
Jeannette Bohg
409
33
0
21 Oct 2022
Generating Executable Action Plans with Environmentally-Aware Language
  Models
Generating Executable Action Plans with Environmentally-Aware Language ModelsIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022
Maitrey Gramopadhye
D. Szafir
LM&RoLLMAG
411
42
0
10 Oct 2022
Zero-Shot Policy Transfer with Disentangled Task Representation of
  Meta-Reinforcement Learning
Zero-Shot Policy Transfer with Disentangled Task Representation of Meta-Reinforcement LearningIEEE International Conference on Robotics and Automation (ICRA), 2022
Zheng Wu
Yichen Xie
Wenzhao Lian
Changhao Wang
Yanjiang Guo
Jianyu Chen
S. Schaal
Masayoshi Tomizuka
OffRL
295
13
0
01 Oct 2022
Generalizing Goal-Conditioned Reinforcement Learning with Variational
  Causal Reasoning
Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal ReasoningNeural Information Processing Systems (NeurIPS), 2022
Wenhao Ding
Haohong Lin
Yue Liu
Ding Zhao
LRM
656
52
0
19 Jul 2022
TASKOGRAPHY: Evaluating robot task planning over large 3D scene graphs
TASKOGRAPHY: Evaluating robot task planning over large 3D scene graphsConference on Robot Learning (CoRL), 2022
Christopher Agia
Krishna Murthy Jatavallabhula
M. Khodeir
O. Mikšík
Vibhav Vineet
Mustafa Mukadam
Liam Paull
Florian Shkurti
361
106
0
11 Jul 2022
ToolTango: Common sense Generalization in Predicting Sequential Tool
  Interactions for Robot Plan Synthesis
ToolTango: Common sense Generalization in Predicting Sequential Tool Interactions for Robot Plan SynthesisJournal of Artificial Intelligence Research (JAIR), 2022
Shreshth Tuli
Rajas Bansal
Rohan Paul
Mausam
LM&Ro
208
5
0
18 Jun 2022
Fast Inference and Transfer of Compositional Task Structures for
  Few-shot Task Generalization
Fast Inference and Transfer of Compositional Task Structures for Few-shot Task GeneralizationConference on Uncertainty in Artificial Intelligence (UAI), 2022
Sungryull Sohn
Hyunjae Woo
Jongwook Choi
lyubing qiang
Izzeddin Gur
Aleksandra Faust
Honglak Lee
BDLOffRL
307
3
0
25 May 2022
Do As I Can, Not As I Say: Grounding Language in Robotic Affordances
Do As I Can, Not As I Say: Grounding Language in Robotic AffordancesConference on Robot Learning (CoRL), 2022
Michael Ahn
Anthony Brohan
Noah Brown
Yevgen Chebotar
Omar Cortes
...
Ted Xiao
Peng Xu
Sichun Xu
Mengyuan Yan
Andy Zeng
LM&Ro
729
2,929
0
04 Apr 2022
Learning Parameterized Task Structure for Generalization to Unseen
  Entities
Learning Parameterized Task Structure for Generalization to Unseen EntitiesAAAI Conference on Artificial Intelligence (AAAI), 2022
Anthony Z. Liu
Sungryull Sohn
Mahdi Qazwini
Honglak Lee
303
6
0
28 Mar 2022
Policy Architectures for Compositional Generalization in Control
Policy Architectures for Compositional Generalization in Control
Allan Zhou
Vikash Kumar
Chelsea Finn
Aravind Rajeswaran
231
30
0
10 Mar 2022
Learning Sensorimotor Primitives of Sequential Manipulation Tasks from
  Visual Demonstrations
Learning Sensorimotor Primitives of Sequential Manipulation Tasks from Visual DemonstrationsIEEE International Conference on Robotics and Automation (ICRA), 2022
Junchi Liang
Bowen Wen
Kostas Bekris
Abdeslam Boularias
SSL
143
17
0
08 Mar 2022
Interactive Human-in-the-loop Coordination of Manipulation Skills
  Learned from Demonstration
Interactive Human-in-the-loop Coordination of Manipulation Skills Learned from DemonstrationIEEE International Conference on Robotics and Automation (ICRA), 2022
Meng Guo
Mathias Buerger
275
2
0
01 Mar 2022
BC-Z: Zero-Shot Task Generalization with Robotic Imitation Learning
BC-Z: Zero-Shot Task Generalization with Robotic Imitation LearningConference on Robot Learning (CoRL), 2022
Eric Jang
A. Irpan
Mohi Khansari
Daniel Kappler
F. Ebert
Corey Lynch
Sergey Levine
Chelsea Finn
LM&Ro
830
736
0
04 Feb 2022
You Only Demonstrate Once: Category-Level Manipulation from Single
  Visual Demonstration
You Only Demonstrate Once: Category-Level Manipulation from Single Visual Demonstration
Bowen Wen
Wenzhao Lian
Kostas Bekris
S. Schaal
375
131
0
30 Jan 2022
Learning Task-Parameterized Skills from Few Demonstrations
Learning Task-Parameterized Skills from Few DemonstrationsIEEE Robotics and Automation Letters (RA-L), 2022
Jihong Zhu
Michael Gienger
Jens Kober
278
32
0
24 Jan 2022
Learning Two-Step Hybrid Policy for Graph-Based Interpretable
  Reinforcement Learning
Learning Two-Step Hybrid Policy for Graph-Based Interpretable Reinforcement Learning
Tongzhou Mu
Kaixiang Lin
Fei Niu
Govind Thattai
OffRL
389
1
0
21 Jan 2022
STIR$^2$: Reward Relabelling for combined Reinforcement and Imitation
  Learning on sparse-reward tasks
STIR2^22: Reward Relabelling for combined Reinforcement and Imitation Learning on sparse-reward tasksAdaptive Agents and Multi-Agent Systems (AAMAS), 2022
Jesús Bujalance Martín
Fabien Moutarde
OffRL
227
2
0
11 Jan 2022
Learning from demonstrations with SACR2: Soft Actor-Critic with Reward
  Relabeling
Learning from demonstrations with SACR2: Soft Actor-Critic with Reward Relabeling
Jesús Bujalance Martín
Raphael Chekroun
Fabien Moutarde
OffRL
231
7
0
27 Oct 2021
Towards More Generalizable One-shot Visual Imitation Learning
Towards More Generalizable One-shot Visual Imitation Learning
Zhao Mandi
Fangchen Liu
Kimin Lee
Pieter Abbeel
404
74
0
26 Oct 2021
Augmenting Reinforcement Learning with Behavior Primitives for Diverse
  Manipulation Tasks
Augmenting Reinforcement Learning with Behavior Primitives for Diverse Manipulation Tasks
Soroush Nasiriany
Huihan Liu
Yuke Zhu
529
136
0
07 Oct 2021
Example-Driven Model-Based Reinforcement Learning for Solving
  Long-Horizon Visuomotor Tasks
Example-Driven Model-Based Reinforcement Learning for Solving Long-Horizon Visuomotor Tasks
Bohan Wu
Suraj Nair
Li Fei-Fei
Chelsea Finn
OffRLLM&Ro
333
25
0
21 Sep 2021
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