Pith. sign in

Paper Citation Record · LEDGER

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation

As of 12 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2603.08541.

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

pith.paper-citation-record.v1
2603.08541 v3

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T18:34:52.078107Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T04:32:36.110870Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T04:37:15.846715Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b91cc10-4143-4afc-a586-e44b7117c91b · outbound

This paper cites An algorithmic perspective on imitation learning.F oundations and Trends® in Robotics, 7(1-2):1–179, 2018.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation An algorithmic perspective on imitation learning.F oundations and Trends® in Robotics, 7(1-2):1–179, 2018

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:47.873397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:47.873397Z digest=sha256:ed7d46916b994e468fe345caf889a286a7db078f8fceb27df4455fb9ecb6e4f8

Observation f23a3df7-f0d3-46f1-948c-df469bb27708 · outbound

This paper cites Diffusion policy: Visuomotor policy learning via action diffusion.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Diffusion policy: Visuomotor policy learning via action diffusion

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:48.031543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:48.031543Z digest=sha256:a213a054314e5770a94384dc478d0c51650534e579d70fe127b671cc0e3d34b6

Observation 7841476d-6b52-4d4c-b200-36540940be7a · outbound

This paper cites Learning fine-grained bimanual manipulation with low-cost hardware.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Learning fine-grained bimanual manipulation with low-cost hardware

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:48.179375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:48.179375Z digest=sha256:68491c551c94e7a1109469ebeb5147bcef97743ae7593bccc9129bb5024aa645

Observation 47bc1e13-77e5-4979-a8dc-bf19b2ed0161 · outbound

This paper cites ALOHA Unleashed: A Simple Recipe for Robot Dexterity.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation ALOHA Unleashed: A Simple Recipe for Robot Dexterity

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:48.292604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:48.292604Z digest=sha256:6d320f19a4f852f5074188247db9151a58b890ba700bb3ac9d98f4b3ce0b0b20

Observation 1ef030be-b40c-4d4d-82e1-c7807def1928 · outbound

This paper cites Dexterous manipulation through imitation learning: A survey.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Dexterous manipulation through imitation learning: A survey

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:48.408594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:48.408594Z digest=sha256:ba143495c579239c610c804e3db46712ce8837ddfbf6a8f48c51ebd989df4869

Observation c8142dc8-0b54-47d4-9a11-fe20b8e8141d · outbound

This paper cites Tacdiffusion: Force-domain diffusion policy for precise tactile ma- nipulation.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Tacdiffusion: Force-domain diffusion policy for precise tactile ma- nipulation

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:48.552874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:48.552874Z digest=sha256:9745b5bb17e8a7e3586652af6c27077907fc447472de6952976177337176cc9b

Observation 87599493-c667-41ca-a8d9-1eb946e8a5af · outbound

This paper cites VTLA: Vision-Tactile-Language-Action Model with Preference Learning for Insertion Manipulation.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation VTLA: Vision-Tactile-Language-Action Model with Preference Learning for Insertion Manipulation

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:48.702793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:48.702793Z digest=sha256:1a33d5ddcfef735a11ec408fb3990773d95a285db3c649e4b978aa42ffa67e9e

Observation 267f46e5-c9ff-43b2-a847-9c7ac33d94d3 · outbound

This paper cites Manifeel: Benchmarking and under- standing visuotactile manipulation policy learning.arXiv preprint arXiv:2505.18472, 2025.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Manifeel: Benchmarking and under- standing visuotactile manipulation policy learning.arXiv preprint arXiv:2505.18472, 2025

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:48.824351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:48.824351Z digest=sha256:9551c4e045fa7f8329a427d8adc6902bbad1105a27e52eb5ce70ac59d500f9ee

Observation 897036b5-5a46-4455-a6b4-4fc46080d6a9 · outbound

This paper cites ViTacFormer: Learning Cross-Modal Representation for Visuo-Tactile Dexterous Manipulation.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation ViTacFormer: Learning Cross-Modal Representation for Visuo-Tactile Dexterous Manipulation

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:48.952790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:48.952790Z digest=sha256:d9aa062a1f116f209d7101b99c0c27cea111a84b820af0d825cd4c35fa7e7fd7

Observation 2f5d113e-45b6-4320-aba5-8b2e51e533a8 · outbound

This paper cites Dexmimicgen: Automated data generation for bimanual dexterous manipulation via imitation learning.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Dexmimicgen: Automated data generation for bimanual dexterous manipulation via imitation learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:49.090689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:49.090689Z digest=sha256:272925c97c052283cebc3d9c0a9c5ad3d71439c8048c099a4f412acfd0af723c

Observation 072ac9cc-5879-4bd0-b041-9964a441e03f · outbound

This paper cites Canonical policy: Learning canonical 3d representation for equivariant policy.arXiv preprint arXiv:2505.18474, 2025.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Canonical policy: Learning canonical 3d representation for equivariant policy.arXiv preprint arXiv:2505.18474, 2025

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:49.211247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:49.211247Z digest=sha256:279e942b9e5d7e656e5695e1680eb03c3ed2b0e2d107477b08da7dd270e47bb2

Observation 9b132e2f-5151-4355-b634-6fd2389190eb · outbound

This paper cites A comparison of imitation learning algorithms for bimanual manipulation.IEEE Robotics and Automation Letters (RA-L), 2024.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation A comparison of imitation learning algorithms for bimanual manipulation.IEEE Robotics and Automation Letters (RA-L), 2024

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:49.328784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:49.328784Z digest=sha256:27b2b181a1aaaedccb49d8ebf98764637ae0c1cd55ff155a5178dc5d02247baf

Observation 988bf897-626d-4fda-9a25-d0a9b092ab1a · outbound

This paper cites Morphologically Symmetric Reinforcement Learning for Ambidextrous Bimanual Manipulation.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Morphologically Symmetric Reinforcement Learning for Ambidextrous Bimanual Manipulation

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:49.498981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:49.498981Z digest=sha256:2ea6422bddf3858e323b9a3795ac879e0e5d0f5128712dd9b3b2d831569660e9

Observation 75c52854-73c9-4f0c-bf93-bccf672af3b0 · outbound

This paper cites Morphological symmetries in robotics.The International Journal of Robotics Research, page 02783649241282422, 2025.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Morphological symmetries in robotics.The International Journal of Robotics Research, page 02783649241282422, 2025

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:49.617812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:49.617812Z digest=sha256:90cab09042514569a0ab4179ce69f76c2b55d0bf9d9dcf3849ba7ea48b631924

Observation 7d3fa654-025d-44f9-874e-df3c447497de · outbound

This paper cites Equivariant diffusion policy.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Equivariant diffusion policy

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:49.760331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:49.760331Z digest=sha256:b5bbe7e4f93b685b259fbdee6ad577bf4a0bc201d5f9074e8b30f53b74331132

Observation 4e00119e-0ccf-435f-950d-9f50687003c0 · outbound

This paper cites Equiform: Noise-robust se (3)- equivariant policy learning from 3d point clouds.arXiv preprint arXiv:2601.17486, 2026.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Equiform: Noise-robust se (3)- equivariant policy learning from 3d point clouds.arXiv preprint arXiv:2601.17486, 2026

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:49.930213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:49.930213Z digest=sha256:48f021526685a9c6bc79632b8330b304cb315eb67811849037f9d7769e05d392

Observation 6cc23460-3ada-405f-8e11-c9770f3895ed · outbound

This paper cites RoboAgent: Generalization and Efficiency in Robot Manipulation via Semantic Augmentations and Action Chunking.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation RoboAgent: Generalization and Efficiency in Robot Manipulation via Semantic Augmentations and Action Chunking

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:50.115507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:50.115507Z digest=sha256:f8b7be64f5bd28050599a0cdf49fe3665567f41f3a692d943a1a87caeb1ec6a4

Observation b9f061f8-e9b0-48af-829e-0234fd68d633 · outbound

This paper cites RoVi-Aug: Robot and Viewpoint Augmentation for Cross-Embodiment Robot Learning.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation RoVi-Aug: Robot and Viewpoint Augmentation for Cross-Embodiment Robot Learning

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:50.250967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:50.250967Z digest=sha256:bd2f9e0fb46e0b6461a8baa184d03f3707e974ffc0f14053ee51df452a2a5e19

Observation 4256cdfa-dffe-48fb-877f-9fa216c35b4a · outbound

This paper cites RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:50.371299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:50.371299Z digest=sha256:7443c84abbf7a8667a8ed2d33c460b8f260c160cdc6f0fa02cadb5d106946be5

Observation 9c628799-9b3c-4d01-8a9f-2b8e70f11f9b · outbound

This paper cites Dual arm manipulation—a survey.Robotics and Autonomous systems, 60(10):1340–1353, 2012.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Dual arm manipulation—a survey.Robotics and Autonomous systems, 60(10):1340–1353, 2012

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:50.520735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:50.520735Z digest=sha256:1d21906483324ca2f7e60751172e4431fcbf658a2093a05396aee9f52987700c

Observation f7abf403-2879-46a0-9d75-402ce8f5d9c4 · outbound

This paper cites Bimanual Dexterity for Complex Tasks.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Bimanual Dexterity for Complex Tasks

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:50.697096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:50.697096Z digest=sha256:86395c0ca2399ff5bcefcd6199887504742851abacb40037c5ce38805f088aee

Observation 2d84d04f-138b-4b8a-815c-9a726ad44c11 · outbound

This paper cites Deep imitation learning for bimanual robotic manipulation.Advances in neural information processing systems, 33:2327–2337, 2020.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Deep imitation learning for bimanual robotic manipulation.Advances in neural information processing systems, 33:2327–2337, 2020

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:50.854971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:50.854971Z digest=sha256:27bad1cecb67fd7fe0c77ca8f3272ae99eb8d4743beed567086eb11f3ba47b61

Observation 7d32184f-0d9c-4009-be31-861ce0c53886 · outbound

This paper cites AnyPos: Automated Task-Agnostic Actions for Bimanual Manipulation.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation AnyPos: Automated Task-Agnostic Actions for Bimanual Manipulation

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:50.972052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:50.972052Z digest=sha256:acb09c7aadaadbd835f14b0884c078cb3d4252e212bd70cc6421fa65466575c8

Observation 3bcec4fd-ebbc-44f9-b11f-214092197c52 · outbound

This paper cites A collaborative control method of dual-arm robots based on deep reinforcement learning.Applied Sciences, 11(4):1816, 2021.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation A collaborative control method of dual-arm robots based on deep reinforcement learning.Applied Sciences, 11(4):1816, 2021

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:51.091400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:51.091400Z digest=sha256:f4ecaea768f1df435ee42ab7fd2f71209756c3203aafa0a8d6fc1e4f9813029f

Observation 285e5fec-6b1c-42b1-a730-8a7792e7a189 · outbound

This paper cites Equibot: SIM(3)-equivariant diffusion policy for generalizable and data efficient learning.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Equibot: SIM(3)-equivariant diffusion policy for generalizable and data efficient learning

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:51.206658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:51.206658Z digest=sha256:939bb57cb1d71cc51d25346c59bcc21394577e45f978bca7e7df1c12d7b7fdee

Observation c7c0e851-7e6f-4180-bc7e-1d6e07dc3c17 · outbound

This paper cites ActionFlow: Equivariant, Accurate, and Efficient Policies with Spatially Symmetric Flow Matching.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation ActionFlow: Equivariant, Accurate, and Efficient Policies with Spatially Symmetric Flow Matching

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:51.348050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:51.348050Z digest=sha256:6b3a00bb288ab64abf23c981f7d013c8232749112b42e4801d78f06cdc015564

Observation 5335a93e-cde7-4cd0-8d8f-3127a5dac8ca · outbound

This paper cites Highly accurate protein structure prediction with alphafold.nature, 596(7873):583–589, 2021.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Highly accurate protein structure prediction with alphafold.nature, 596(7873):583–589, 2021

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:51.519474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:51.519474Z digest=sha256:11e9e09e12ffc91581f34a2b3346b5d7f5bd0ff085a5662d80bc3113d646074e

Observation 2a0ceca6-0ca4-43c2-a074-3a1017acdba4 · outbound

This paper cites Residual rotation correction using tactile equivariance.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Residual rotation correction using tactile equivariance

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:51.660896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:51.660896Z digest=sha256:da60f28bcfcab97118f8f53fc1aa047fa2e6a56f005421f7e34026ea98cc7729

Observation 9a0b2615-4801-4754-b3df-482059aa9234 · outbound

This paper cites E(2)-equivariant graph planning for navigation.IEEE Robotics and Automation Letters, 9(4):3371–3378, 2024.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation E(2)-equivariant graph planning for navigation.IEEE Robotics and Automation Letters, 9(4):3371–3378, 2024

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:51.789002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:51.789002Z digest=sha256:b6f21d64a68719b534c61b97e293e9d3f5a63db5b640259aeceaba5b6d2ccf06

Observation 75d9d248-96a5-4cc0-8d49-472d39118122 · outbound

This paper cites 3D Diffusion Policy: Generalizable visuomotor policy learning via simple 3d representations.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation 3D Diffusion Policy: Generalizable visuomotor policy learning via simple 3d representations

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:51.918703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:51.918703Z digest=sha256:c5c2bae36704e0a844c9bdc94aaf88544dd66637ebe3be7fff0399b911b67f57

Observation d937c4f5-97e8-4b3a-a9a0-34ada89b9284 · outbound

This paper cites Lerobot: An open-source library for end-to-end robot learning.arXiv preprint arXiv:2602.22818, 2026.

EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation Lerobot: An open-source library for end-to-end robot learning.arXiv preprint arXiv:2602.22818, 2026

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-02T18:34:52.078107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:34:52.078107Z digest=sha256:cba9e34a51708e8f5219b5987c1a95618081f88faebb52e6300bd7827b6afdeb

Pith citing papers

Observation 527af1a4-4125-4e7e-8540-6aa1da79aeaf · inbound

Morphologically Equivariant Flow Matching for Bimanual Mobile Manipulation cites this paper.

Morphologically Equivariant Flow Matching for Bimanual Mobile Manipulation EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-07-22T01:22:21.451305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-13T04:32:36.110870Z digest=sha256:a593c99be722fc022597c9a0bee2fee3fe72d46cf2f57996d81a60f69269a005