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Paper Citation Record · LEDGER

Ark: An Open-source Python-based Framework for Robot Learning

As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2506.21628.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.21628 v2

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:03:29.427967Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T01:41:45.516519Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-13T01:42:02.974952Z

Reference resolution

55 of 55 outbound references displayed

  • verified exact4
  • verified fuzzy20
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a8367398-60ed-4f27-8934-2b97c587e5e1 · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6d57a664-4d61-4230-9c05-c3ffac21929a · outbound

This paper cites Robot manipulators: Mathematics, programming, and control.

Ark: An Open-source Python-based Framework for Robot Learning Robot manipulators: Mathematics, programming, and control

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b61c52af-323a-4c00-8272-9193df641e4b · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation bf69cd6c-7968-4f11-abcd-bbe8cd985c05 · outbound

This paper cites A robotics toolbox for matlab.

Ark: An Open-source Python-based Framework for Robot Learning A robotics toolbox for matlab

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1e7bd548-34ad-43c9-b3b7-5a4b42d65c9e · outbound

This paper cites Vaughan, and Andrew Howard.

Ark: An Open-source Python-based Framework for Robot Learning Vaughan, and Andrew Howard

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 7c9be9da-9edf-4801-9eaf-7421c006bf18 · outbound

This paper cites ROS: an open-source robot operating system.

Ark: An Open-source Python-based Framework for Robot Learning ROS: an open-source robot operating system

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b44735e0-1827-4490-a928-c0d1fb770c7f · outbound

This paper cites Deep learning.

Ark: An Open-source Python-based Framework for Robot Learning Deep learning

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 84048324-02aa-4b63-a69c-3756a43b010e · outbound

This paper cites Rumelhart, Geoffrey E.

Ark: An Open-source Python-based Framework for Robot Learning Rumelhart, Geoffrey E

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a46e44d7-c99a-469a-9609-7cc8296dd387 · outbound

This paper cites Imagenet classification with deep convolutional neural networks.

Ark: An Open-source Python-based Framework for Robot Learning Imagenet classification with deep convolutional neural networks

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation e56c4073-c6b7-4a08-b601-37157f530567 · outbound

This paper cites Long short-term memory.

Ark: An Open-source Python-based Framework for Robot Learning Long short-term memory

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 257ff20a-a3ca-4d21-ae41-7d1bc2eb15c4 · outbound

This paper cites Attention is all you need.

Ark: An Open-source Python-based Framework for Robot Learning Attention is all you need

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a84808ed-ef19-43f0-aea2-0f9d090f0824 · outbound

This paper cites GPT-4 Technical Report.

Ark: An Open-source Python-based Framework for Robot Learning GPT-4 Technical Report

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8b34dc03-c6bd-41f2-a179-baccb0565e6b · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Ark: An Open-source Python-based Framework for Robot Learning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e812d43d-7662-4d7a-bcb6-3a7ae4478194 · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a57116b7-f861-4b2d-a665-d2f1bde00703 · outbound

This paper cites A direct method for trajectory opti- mization of rigid bodies through contact.

Ark: An Open-source Python-based Framework for Robot Learning A direct method for trajectory opti- mization of rigid bodies through contact

Reference 15

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verified exact
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Source-reported events for the cited work

correction dated 2014-05-28. Source: crossref record 10.1177/0278364914533878->10.1177/0278364913506757:correction, observed 2026-07-11T03:09:43.93096+00:00. This notice travels one citation hop only.

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Observation bb010fa4-1449-40f2-9a97-f1a85b695d11 · outbound

This paper cites Diffusion policy: Visuomotor policy learn- 25 ing via action diffusion.

Ark: An Open-source Python-based Framework for Robot Learning Diffusion policy: Visuomotor policy learn- 25 ing via action diffusion

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 815a4ddf-3bdf-4de8-95c3-b4e42ac263c1 · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a6b35b38-5340-4a81-b4b6-8feecadd4c13 · outbound

This paper cites A review of robot learn- ing for manipulation: Challenges, representations, and algorithms.

Ark: An Open-source Python-based Framework for Robot Learning A review of robot learn- ing for manipulation: Challenges, representations, and algorithms

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 54771d08-de65-418a-a6f9-d2e17e81adf5 · outbound

This paper cites Robot learning in the era of foundation models: A survey .Neurocomput- ing, page 129963, 2025.

Ark: An Open-source Python-based Framework for Robot Learning Robot learning in the era of foundation models: A survey .Neurocomput- ing, page 129963, 2025

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5efabfed-f8c5-4c30-b00f-f915b3b7d938 · outbound

This paper cites Robot Program- ming by Demonstration , pages 1371–1394.

Ark: An Open-source Python-based Framework for Robot Learning Robot Program- ming by Demonstration , pages 1371–1394

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 92eafc23-f244-48eb-90ea-25d978136796 · outbound

This paper cites Py- torch: An imperative style, high-performance deep learning library.

Ark: An Open-source Python-based Framework for Robot Learning Py- torch: An imperative style, high-performance deep learning library

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b29d42f5-864f-44b0-81e6-f1499c0e007e · outbound

This paper cites Pedregosa, G.

Ark: An Open-source Python-based Framework for Robot Learning Pedregosa, G

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 26ae9a85-6bc0-4822-b8a9-58ff0b6c8bc5 · outbound

This paper cites Openai gym.

Ark: An Open-source Python-based Framework for Robot Learning Openai gym

Reference 23

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Observation d61d6a25-6df0-4c09-acd2-94eff49d6b81 · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 55591925-c02e-4a5a-b836-60597c808bea · outbound

This paper cites Dally, Stephen W.

Ark: An Open-source Python-based Framework for Robot Learning Dally, Stephen W

Reference 25

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Source-reported events for the cited work

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Observation 9b980870-d4d7-410a-a4ed-5710aeaf9c83 · outbound

This paper cites cudnn: Efficient primitives for deep learning,.

Ark: An Open-source Python-based Framework for Robot Learning cudnn: Efficient primitives for deep learning,

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 65106ae4-a560-4818-bfeb-dfa639be37ca · outbound

This paper cites TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems.

Ark: An Open-source Python-based Framework for Robot Learning TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3f8c86d0-537c-4232-865d-8a5207df2323 · outbound

This paper cites Timperley.

Ark: An Open-source Python-based Framework for Robot Learning Timperley

Reference 28

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Source-reported events for the cited work

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Observation dd3ced88-2782-459a-91ba-91efe050d454 · outbound

This paper cites It takes a village to build a robot: An empirical study of the ros ecosystem.

Ark: An Open-source Python-based Framework for Robot Learning It takes a village to build a robot: An empirical study of the ros ecosystem

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0f0b6214-a85d-420a-b963-91b8af675681 · outbound

This paper cites From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligence.

Ark: An Open-source Python-based Framework for Robot Learning From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligence

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9f428259-47e3-4fdd-a964-267d81b5fac7 · outbound

This paper cites ROS-LLM: A ROS framework for embodied AI with task feedback and structured reasoning.

Ark: An Open-source Python-based Framework for Robot Learning ROS-LLM: A ROS framework for embodied AI with task feedback and structured reasoning

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a0877221-36c6-47be-9c2f-dff5de16b2f2 · outbound

This paper cites Mower, Haitham Bou-Ammar, and Marco Hutter.

Ark: An Open-source Python-based Framework for Robot Learning Mower, Haitham Bou-Ammar, and Marco Hutter

Reference 32

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Source-reported events for the cited work

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Observation 5aaa230f-d8a4-4b94-a342-8f2e3c420f9e · outbound

This paper cites HAMSTER: Hierarchical Action Models For Open-World Robot Manipulation.

Ark: An Open-source Python-based Framework for Robot Learning HAMSTER: Hierarchical Action Models For Open-World Robot Manipulation

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 44b2a21b-5e1f-4e88-ab1b-a8d2efa07527 · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2b841237-b244-4afd-897b-912e0d935f81 · outbound

This paper cites Montemerlo, N.

Ark: An Open-source Python-based Framework for Robot Learning Montemerlo, N

Reference 35

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9429db1a-57a7-4c59-9eee-35a50886ddcc · outbound

This paper cites Robot operating system 2: Design, architecture, and uses in the wild.Science Robotics, 7(66):eabm6074, 2022.

Ark: An Open-source Python-based Framework for Robot Learning Robot operating system 2: Design, architecture, and uses in the wild.Science Robotics, 7(66):eabm6074, 2022

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e93ed48f-418d-4b8b-80a7-2fca1e283fd5 · outbound

This paper cites Huang, Edwin Olson, and David C.

Ark: An Open-source Python-based Framework for Robot Learning Huang, Edwin Olson, and David C

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6471786d-1e60-4447-a4f8-1b6f532e22b6 · outbound

This paper cites A review of physics simulators for robotic applications.

Ark: An Open-source Python-based Framework for Robot Learning A review of physics simulators for robotic applications

Reference 38

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raw_fallback, observed 2026-08-06T23:03:31.451679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:03:26.822597Z digest=sha256:dae9235d7d547c2a963d12ae2bc2f54c43ad14b375e1369dd2e2f977c3870736

Observation 5b41c932-36eb-475f-b975-81edde71fbd3 · outbound

This paper cites Lerobot: State-of-the-art machine learning for real-world robotics in pytorch.

Ark: An Open-source Python-based Framework for Robot Learning Lerobot: State-of-the-art machine learning for real-world robotics in pytorch

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-06T23:03:35.629442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 30080428-1447-4988-86d0-76ef243148a3 · outbound

This paper cites PyRobot: An Open-source Robotics Framework for Research and Benchmarking.

Ark: An Open-source Python-based Framework for Robot Learning PyRobot: An Open-source Robotics Framework for Research and Benchmarking

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7547f3a8-c4a4-4f50-aba5-eca13579dd11 · outbound

This paper cites Survey: Robot programming by demonstration.

Ark: An Open-source Python-based Framework for Robot Learning Survey: Robot programming by demonstration

Reference 41

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a1ced498-af87-4405-9dd2-cd31131e9d75 · outbound

This paper cites Kinesthetic teaching in assembly operations–a user study.

Ark: An Open-source Python-based Framework for Robot Learning Kinesthetic teaching in assembly operations–a user study

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-06T23:03:35.126063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1c687e75-3a53-49bc-9238-0e5893738df2 · outbound

This paper cites How to Train Your Robots? The Impact of Demonstration Modality on Imitation Learning.

Ark: An Open-source Python-based Framework for Robot Learning How to Train Your Robots? The Impact of Demonstration Modality on Imitation Learning

Reference 43

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no resolver link, observed 2026-08-06T23:03:27.886889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0ef3890c-8dfc-4e3d-943c-125573a54f28 · outbound

This paper cites Remote telemanipulation with adapting viewpoints in visually complex environments.

Ark: An Open-source Python-based Framework for Robot Learning Remote telemanipulation with adapting viewpoints in visually complex environments

Reference 44

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no resolver link, observed 2026-08-06T23:03:28.077136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:03:28.077136Z digest=sha256:da66848786e397e8681763f268a6656390dd79ee916ed2daa1726d9d907cb5cc

Observation c67bd607-be32-40d2-ba95-db71b01563be · outbound

This paper cites Mower, Wolfgang Merkt, Aled Davies, and Sethu Vijayakumar.

Ark: An Open-source Python-based Framework for Robot Learning Mower, Wolfgang Merkt, Aled Davies, and Sethu Vijayakumar

Reference 45

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verified fuzzy
raw_fallback, observed 2026-08-06T23:03:34.487701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:03:28.220496Z digest=sha256:1f866accd50061de9693658f15380d4802f4db8b5bf5c19a5cd0b60886b338ae

Observation 04d8861d-e612-4f7d-afd6-e9793150f79e · outbound

This paper cites Springer, 2014.

Ark: An Open-source Python-based Framework for Robot Learning Springer, 2014

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-06T23:03:34.803242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:03:27.678708Z digest=sha256:dea60092b8f44a50af2fe7bb85489c6251682f18a765f83486e19a6e8a243ef2

Observation 6fb5d14c-c84a-4da8-82bc-4ecc48fd3f06 · outbound

This paper cites Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware.

Ark: An Open-source Python-based Framework for Robot Learning Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware

Reference 47

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no resolver link, observed 2026-08-06T23:03:28.787278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:03:28.787278Z digest=sha256:03a868adb73fa5125be078ef6dba51e6b9d2a849640c43c622a758faadb74f34

Observation 893e1f0d-66e2-4317-888f-3701b56f7ef7 · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 48

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unresolved
raw_fallback, observed 2026-08-06T23:03:33.925603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 8e7a60d1-50df-4d4a-9a3b-9802b0b6de14 · outbound

This paper cites Fastslam: An efficient solution to the simultaneous localization and mapping problem with unknown data association.

Ark: An Open-source Python-based Framework for Robot Learning Fastslam: An efficient solution to the simultaneous localization and mapping problem with unknown data association

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-06T23:03:33.521274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:03:29.211223Z digest=sha256:6768106734676bb0b2bc59f44cb5813a82159857d86bc069d873144a004d5212

Observation a32cf2c4-b2a7-44ad-934a-51e9743ac8bf · outbound

This paper cites Code as policies: Language model programs for embodied con- trol.

Ark: An Open-source Python-based Framework for Robot Learning Code as policies: Language model programs for embodied con- trol

Reference 50

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verified fuzzy
raw_fallback, observed 2026-08-06T23:03:33.153222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:03:29.427967Z digest=sha256:c7b8e65c5f567e00668698b34c1a1d1f1141113a210758703bbe73b757c4d343

Observation b8e91577-1588-4418-85e3-b797260774c0 · outbound

This paper cites An optimization-based formalism for shared autonomy in dy- namic environments.

Ark: An Open-source Python-based Framework for Robot Learning An optimization-based formalism for shared autonomy in dy- namic environments

Reference 51

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verified fuzzy
raw_fallback, observed 2026-08-06T23:03:34.107501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:03:28.619084Z digest=sha256:9d8d6de1bc35585593da99a5a7e151b32eea64733fb82f79c3e998fb2cc03b43

Observation 2d4cafcd-36ec-4b8f-a132-3ec5ce3776be · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 1987

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metadata mismatch
raw_fallback, observed 2026-08-06T23:03:32.888215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:03:22.694469Z digest=sha256:9582b2143452ebd7866b2628b2a6f351e1d68e6f4ee37df8bf584837fd43de25

Observation 7cd4af43-5363-438f-9371-106626aa2f37 · outbound

This paper cites cuDNN: Efficient Primitives for Deep Learning.

Ark: An Open-source Python-based Framework for Robot Learning cuDNN: Efficient Primitives for Deep Learning

Reference 2014

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unresolved
no resolver link, observed 2026-08-06T23:03:24.845307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:03:24.845307Z digest=sha256:042fd515a252445df0a6f59647982bdbf4f34a00484156fa4805d304164a49bf

Observation 51cb8f5e-12c7-4b13-bdbe-8fd9d5c0912f · outbound

This paper cites an unresolved cited work.

Ark: An Open-source Python-based Framework for Robot Learning Unresolved cited work

Reference 2019

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raw_fallback, observed 2026-08-06T23:03:31.065818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T23:03:28.409075Z digest=sha256:788fe613cebea0a6f4776fc3ae9e182c45298865f3530ca998d7e56ca0f97cc0

Observation b9217308-fb7d-4da9-ad17-1f4e90c72eb6 · outbound

This paper cites $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control.

Ark: An Open-source Python-based Framework for Robot Learning $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 2024

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unresolved
no resolver link, observed 2026-08-06T23:03:23.315788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:03:23.315788Z digest=sha256:9f96041f414dd00d5327fd8af3ddcce1db750b3deb577f2b09cd63b831b23a32

Pith citing papers

Observation 7e02b9ad-67b0-4b0e-993a-68d2a7c53978 · inbound

RIO: Flexible Real-Time Robot I/O for Cross-Embodiment Robot Learning cites this paper.

RIO: Flexible Real-Time Robot I/O for Cross-Embodiment Robot Learning Ark: An Open-source Python-based Framework for Robot Learning

Reference 16

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verified exact
arxiv_id, observed 2026-05-13T01:42:02.977841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-13T01:41:45.516519Z digest=sha256:2d5c2763d430efc8031c3d2a522ab33d321363b9ec893c31da79347a4c720875