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Paper Citation Record · LEDGER

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning

As of 11 August 2026, this Paper Citation Record lists 92 of 92 outbound references and 0 inbound Pith citation observations for arXiv:2607.07361.

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

pith.paper-citation-record.v1
2607.07361 v2

Coverage vector

measured 92 of 92 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T06:45:27.857034Z

measured 92 of 92 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

92 of 92 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved92
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 697ed19c-8e6a-4887-945f-795f6ac4f9e7 · outbound

This paper cites Qwen2.5-VL Technical Report.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Qwen2.5-VL Technical Report

Reference 2

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Source-reported events for the cited work

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Observation 35380909-e98e-4c95-ba59-70c437e5ea50 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 4

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:3710f7a6edb754594bda93f6b1165de43fbca30a1c13022bf94b9a2c07269b94

Observation a96f85ab-6e16-4748-b3b7-9aee3930f9c3 · outbound

This paper cites P.; and Press, C.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning P.; and Press, C

Reference 6

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:b4cadba76c80d1552dbecee5a6267012e694181f879dca5f5759f177fd6f2790

Observation 3cf0976e-ef6f-4f93-ac3f-24e9e4f71c98 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 7

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:0f3388fe49eb1fef9fc49379b0692646a5ae465467607b1b520651f78655397f

Observation a2226c30-41a4-4181-9c55-ec3c3ef0a534 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 10

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:569ca832bd819fcebfc5460f65217e358655a0715e79558a61910af34c217919

Observation a81b217f-7b49-461a-9d55-2763d2aea05e · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 11

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:d23eb34dd6924ea09a6b50275e84acbc7994f74e906d1fd6358150b0c788d543

Observation cb3bee3b-66ca-44fd-89fe-ca6fdcb0495f · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 12

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:e4e3b653497fdd349a520f7f785cfba749eeaaeaaae8083f86b15e1c563ced12

Observation ea94fe92-8b74-4707-a712-d0b918bad3a1 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 13

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:c61f5a768af411e74a1c2d3d3c9dcb3eef79c253a81876e0a80097d94987a151

Observation 0e085205-a559-4b00-a22f-557045ec4646 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 18

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:135100a38d9ca136a7cdd45e0dfc1c0275164071aadcb5f018d6da4a12767658

Observation 969c6d32-82a0-4812-86b6-dad4b0a3dd43 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 19

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:64795af325d130c49d77c8e0e93b1325f47582b9e8db537d1eaf2b283fd01301

Observation 31172a36-ee42-466e-abf1-6f9a620d0386 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 20

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Observation 4baf1b7f-d495-48dc-9103-b213e01a464c · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 21

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:0c85525127355c35b479bc244bc643987e989f083eb379560ffea8a5aa268820

Observation 71c094c1-0028-4e5d-8090-c5dad42f335e · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 22

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Observation 44620395-7c0f-4cc8-99cd-e1b5989158a1 · outbound

This paper cites V.; He, C.; and Wu, L.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning V.; He, C.; and Wu, L

Reference 23

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Observation 90c28977-67fa-43cc-a403-0a4768add53e · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 24

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Observation 3f16a7eb-92cb-47f4-a7e0-99f3ec44ff9d · outbound

This paper cites B.; and Eldar, E.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning B.; and Eldar, E

Reference 25

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:e74599354563bc2f0dd5e712870b1f9cf05d1f73cff7527e5e54b90e44cb6724

Observation 746a3de2-44b2-46aa-9083-27c537ac930e · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 30

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Observation cac94a3e-c83e-4a52-9aa2-2cc3f54a8819 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 31

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Observation 3131ee8d-e63e-4810-97a5-90fadfaeaba3 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 33

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Observation 2750fb55-b8e5-4c24-b731-05b75d43715c · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 35

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Observation d5692f0c-b460-4225-a2ab-b7bca61330e1 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 40

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Observation 7bcfc967-b90e-4362-ad2d-aeabbf335917 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 41

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Observation 25f4e88c-7ddd-4796-8d0a-f1c93de87503 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 42

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Observation 0673b10e-6a8c-4125-ba53-8560d1613fe6 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 45

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Observation 2c2475ea-4c08-47d5-b606-ba250e7b5183 · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 46

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Observation 9ffd1c8c-b7f8-4f3f-8142-549ac5ffa0cc · outbound

This paper cites an unresolved cited work.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Unresolved cited work

Reference 47

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Observation 045589b1-cc8e-4b80-a662-31893135d918 · outbound

This paper cites Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education

Reference 52

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Observation 2d8a15b7-724e-4f41-920f-270a0249b3d1 · outbound

This paper cites Classification Problem Solving.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Classification Problem Solving

Reference 53

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Observation 73dbe357-a7b2-499b-afed-11a15f353b9e · outbound

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BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning , title =

Reference 54

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Observation 2389e854-8548-4b17-9f11-b7e49627dafb · outbound

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BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning New Ways to Make Microcircuits Smaller---Duplicate Entry

Reference 55

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Observation a33646e0-c71d-4215-b3c6-7dee3b524aa7 · outbound

This paper cites Clancey and Glenn Rennels , abstract =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Clancey and Glenn Rennels , abstract =

Reference 56

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Observation 6404406d-5ed8-43ca-bb10-0415971cfb61 · outbound

This paper cites and Rennels, Glenn R.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning and Rennels, Glenn R

Reference 57

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Observation 2a01e18e-967e-467a-aa1a-237df00c5ae1 · outbound

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BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Poligon: A System for Parallel Problem Solving

Reference 58

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Observation 8d3a0327-6dfd-4409-b022-fc485c95f0d1 · outbound

This paper cites Transfer of Rule-Based Expertise through a Tutorial Dialogue.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Transfer of Rule-Based Expertise through a Tutorial Dialogue

Reference 59

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Observation 2a0f6b17-67db-48bf-b84d-030458c962bc · outbound

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BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning The Engineering of Qualitative Models

Reference 60

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Observation 69f1e69f-c3b5-4b81-af01-db8182c94ca2 · outbound

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BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning 2023 , eprint=

Reference 61

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Observation bcf965f5-0eae-4c26-9acc-3b1f694a921f · outbound

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BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Pluto: The 'Other' Red Planet

Reference 62

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Observation 6adf9c3e-fcd9-4ea4-88b6-9baabe4d340c · outbound

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BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Nature , volume=

Reference 63

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Observation 0719bf17-27f5-45a6-8a55-889ade0fa52d · outbound

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BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Science , volume=

Reference 64

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:29b184323554a05b3996479c13987277a4b05ecb870ef95c435c00a168999330

Observation 77d6be1e-7d7f-4734-9093-cd5aec6e7e1d · outbound

This paper cites Neuron , volume=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Neuron , volume=

Reference 65

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:770f319e0b37600dc61ffc8f2d0e876d97f00b88035e593793d64c1353d48383

Observation 0e4d2310-987a-42fe-86b6-9b56ff5edf90 · outbound

This paper cites Forward and backward prediction in learning and perception , journal =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Forward and backward prediction in learning and perception , journal =

Reference 66

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:3d0e09173e65cf6944534047e32ec1a2bb56b7a1f4105610bfd9f2de5cd56801

Observation b6b9daf7-a4ba-4be0-ad23-f3858f2c4329 · outbound

This paper cites Nature human behaviour , volume=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Nature human behaviour , volume=

Reference 67

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:81a3cf04f89ba5f9edbca7d92a511be51c4c546e4f5a4fc7ae6a2c2ea5a7d1ee

Observation 40f6dac7-55b0-46fe-9bd2-3d3dceb34871 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 68

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:665fd1949ca9a9eea2d3b8f388e6d3ca230a79e3c4165cb4478329edcfcd7f57

Observation 05a9263d-efbd-4657-8052-4f0a0a6c2e9d · outbound

This paper cites GitHub repository , howpublished =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning GitHub repository , howpublished =

Reference 69

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:3dab16404e494abe5881a23f9136ee6a8b42ed9ff6e1514409efdc8f1c86bfd1

Observation e1b593d4-ae04-49c4-b2a6-c75b9633bfd0 · outbound

This paper cites 2025 , howpublished=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning 2025 , howpublished=

Reference 70

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:f5fde01b464daee7669859078eda3be90937d97d6f61c29c1f67995f3fe03447

Observation 55896e37-c61e-4367-9253-74a1ba169192 · outbound

This paper cites 2025 , howpublished=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning 2025 , howpublished=

Reference 71

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:c0baf421d638158a8722092b8ed8ca87ff4c25d312bad56ee9459f154543fe00

Observation 7cf5f3bd-aa6a-489d-9463-0dc622d966a4 · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Kimi K2.5: Visual Agentic Intelligence

Reference 72

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:9f161b9c69d718cd9a684b391e946af64e1abf66d87b8b0d1ae16affc922f223

Observation 627f251b-b7b0-4a0e-a681-1629d9cb96a4 · outbound

This paper cites arXiv preprint arXiv:2601.19798 , year=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning arXiv preprint arXiv:2601.19798 , year=

Reference 73

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:ea99b4355c3a8cd5475bba8dd72383b9d5d939286e2319701423a6983a57c9c6

Observation 14309776-d83e-4aa5-aaaf-60f05eef3f56 · outbound

This paper cites arXiv preprint arXiv:2602.11858 , year=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning arXiv preprint arXiv:2602.11858 , year=

Reference 74

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:f021bc32f99bb20306b0c0fc40116dcda15c7ee94143ceb6991a3bf3601c4360

Observation be0ecc40-e6c9-469e-80bb-b48e50e2b38a · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 75

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:51cf8d97d08a46aca436d8ebe1fb371bb5d9efee678fc52cecbb402efc4f4d45

Observation f69ef909-2419-452b-b267-03b241e58149 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 76

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:b0ddc5e6abbd93fdea32b62ae93dcb031c1d467aaa5858be5be5fa2af6234cc9

Observation f8b215d2-65c0-4100-aa3e-9d12d3dbb164 · outbound

This paper cites Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search , volume =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search , volume =

Reference 77

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:1abe4b23d38482077892e7e71e33739d2325acb4ed64311ef5a0e3fda1142279

Observation 9b27179b-8871-48c9-a09d-afd530465aa1 · outbound

This paper cites Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models

Reference 78

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:f5b5951edd65b244caab56e1146080ad3045a159eadd2876896bae6aea27f2c4

Observation 6bb7f9b9-9a5f-4bb3-84a4-ec470cb8851a · outbound

This paper cites Bridging Modality Disconnect in Self-Reflection via Closed-Loop Visually Grounded Verification.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Bridging Modality Disconnect in Self-Reflection via Closed-Loop Visually Grounded Verification

Reference 79

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:e33a2dbf96d6613164b0147c66b272f64b9290fd32d5b4cd462b4f34237146e6

Observation 0623aa88-bf47-4a6d-a150-8d385d75c5e4 · outbound

This paper cites arXiv preprint arXiv:2602.13949 , year=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning arXiv preprint arXiv:2602.13949 , year=

Reference 80

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:9af302823437d45e0707fa0a2ad9aef42c8894a8530a7be87fc567f57f8cf007

Observation dcd471f3-0b09-477e-868f-9dd003cfcfb5 · outbound

This paper cites Sherlock: Self-Correcting Reasoning in Vision-Language Models , volume =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Sherlock: Self-Correcting Reasoning in Vision-Language Models , volume =

Reference 81

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:4fe74d2f762338fef5b843f54db0075f52e0d30de996379d7eb149e677565cb7

Observation 421702d2-cad1-4a9a-a6d9-79b750f1b9e4 · outbound

This paper cites rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Reference 82

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:86cf1e4709994b9b011b3705f84d6c08c82d661c363f7034e6062eb7318fb434

Observation e0d56e2d-f2d8-4cce-a78c-fad51a8413e9 · outbound

This paper cites Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models

Reference 83

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:927f42d748a4e01b9cfd7220913f98d8839591c98f6b7e6649c81416a8a56387

Observation eb73e9ee-7077-49f7-a54b-95a4767dbced · outbound

This paper cites S ^2 R : Teaching LLM s to Self-verify and Self-correct via Reinforcement Learning.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning S ^2 R : Teaching LLM s to Self-verify and Self-correct via Reinforcement Learning

Reference 84

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:e82457be165a406003125bd60da45f2164806f04840a5a07d3f447dd6348e724

Observation 92210d39-2e0c-402e-acb5-0ec6fe9095ca · outbound

This paper cites Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training

Reference 85

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:da8d761f00d0d68d6e3a6687bb580fa03508a3f1917f8c7d9995e1bfad76e012

Observation 56b9528a-ad32-409e-8675-33b549a9d99c · outbound

This paper cites Vicky and He, Conghui and Wu, Lijun.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Vicky and He, Conghui and Wu, Lijun

Reference 86

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:024a05706e3cc4d73e4b8e1a5ad9743ff0648f915f4c300101e483eb3e42985d

Observation e5ffec4e-c445-47d3-badb-aec315f99708 · outbound

This paper cites Understanding the Dark Side of LLM s' Intrinsic Self-Correction.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Understanding the Dark Side of LLM s' Intrinsic Self-Correction

Reference 87

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:42d0e0bdf2fa40d143f7c936444dcbf073796b88eb08b9c5e59b7409c4d27ab9

Observation a9f11c19-8579-4ced-8e29-5b8069ec9451 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 88

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:17876c8d870953647678402d2ee60a7cd6eacd06e3d859cc2f774d8211c13137

Observation c1f6c0d7-b8c9-4d7e-9153-a16a11d48326 · outbound

This paper cites OpenAI GPT-5 System Card.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning OpenAI GPT-5 System Card

Reference 89

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:7e6bfd7e2423769e03977b05ccba383fec3919f86896e9920edf9bc9b3088b62

Observation 25fdc7b9-3840-469a-bdd6-925fe3d37905 · outbound

This paper cites GPT-4o System Card.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning GPT-4o System Card

Reference 90

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:463547ec831fa2d2e1ae462ecaeb7abce0f0cfe81a35c839098829a34601552d

Observation 4e82e5aa-6900-42f4-97d5-a9f5bafba2b3 · outbound

This paper cites DeepEyesV2: Toward Agentic Multimodal Model.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning DeepEyesV2: Toward Agentic Multimodal Model

Reference 91

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:bca246ec8322f813e01e34d6b02732df03327032873492a03a73533a8c2d06cb

Observation eb834df4-c2b9-43c1-a164-741ed0cd660f · outbound

This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 92

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:583fb77dde64bcdb6a64bf29d6eb2c79fded845b5da33b7badd91e68e2bb6fc4

Observation 88a8fe1e-556b-42cf-b0d2-9ff54bc91e39 · outbound

This paper cites arXiv preprint arXiv:2603.14117 , year=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning arXiv preprint arXiv:2603.14117 , year=

Reference 93

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:7d556fbc2f1dde733afdd74909f57644cfd6422cfe690546a20571a86c46b9c5

Observation e298ae40-4064-42a5-aea8-a2b46b5d03be · outbound

This paper cites arXiv preprint arXiv:2602.14482 , year=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning arXiv preprint arXiv:2602.14482 , year=

Reference 94

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:e2efc579c77023445f5efd63e490383f912c50acf8f8fe8d3b2512ffdd9b1600

Observation 933de522-4de4-4647-9b1d-c927287cbd16 · outbound

This paper cites arXiv preprint arXiv:2507.07999 , year=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning arXiv preprint arXiv:2507.07999 , year=

Reference 95

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:de06cc4fac9e0744f6307e4feb3832f931a5dfff81a691dc194b366e96eef897

Observation a516e295-e227-4eaa-bd61-22258920cbf1 · outbound

This paper cites Thyme: Think Beyond Images.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Thyme: Think Beyond Images

Reference 96

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:ee10950ec224bbf2fa3a896bf186adbfa182fdbda533f213fcc0333bbc82c429

Observation 57be30c9-e6bb-426e-91ca-4390e208ac71 · outbound

This paper cites Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 97

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:d8e2c3836b2081d5ce7dcc9d2425d471db129ba859f885315679e1d75961286d

Observation 0276d545-cc89-4624-9e14-bdd0a3a33304 · outbound

This paper cites V-Reflection: Transforming MLLMs from Passive Observers to Active Interrogators.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning V-Reflection: Transforming MLLMs from Passive Observers to Active Interrogators

Reference 98

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:894d17712b66d01a7e5fc5ee450cfa5a3798495ad2e239e8f292882212b9b1de

Observation 9e6898a6-45fd-4a70-abb6-39a7c57db4b1 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =

Reference 99

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:78a7cf66766fa1425aa29f6c997a39167066e578223628765fe806ca1c6a4585

Observation 5f948f09-4ffe-4d60-906e-5d8bc88e5a6a · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 100

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:db593a2981e0da2af079720e601bfcbaa8ab42a8ba6d8f9e18c47eeaded7a4df

Observation daf80571-2f09-4d59-a703-620767edf5c0 · outbound

This paper cites MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? , url =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? , url =

Reference 101

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:58fc0695b9f1f9d678c4c57d7468562f3b5d82fc33ce6f4ee1e17bd735ded786

Observation a01699c6-0917-46cb-ae43-60f7ade47ac1 · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models? , volume =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Are We on the Right Way for Evaluating Large Vision-Language Models? , volume =

Reference 102

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:1906329d9a82dc4489a57695a6e19bbcf813954aca9ef6c70fcc14325c897423

Observation a9548a29-2bb6-4546-91bd-67f29ea633b5 · outbound

This paper cites We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?

Reference 103

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:5b081ae76635f944a8b9b51ea375faa0427169cd8fec1422730bb52848b3dd0d

Observation ced1ce74-95fd-4285-bddf-3cb6773ab4c0 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts , volume =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts , volume =

Reference 104

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:3fb969f04873c0143d65f8707a7ee884ff394b5ce4958537b9bfadcae206b905

Observation adc3d64e-27e1-4319-847a-b030789dc4fb · outbound

This paper cites MATHVERSE: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning MATHVERSE: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?

Reference 105

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:83d8041544ddded4964761cc4e1f20b00d8b2152396dbdfdaa3bcf3506d0b298

Observation 095fd4e9-45a7-4759-8439-361cee520a1a · outbound

This paper cites OpenAI o1 System Card.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning OpenAI o1 System Card

Reference 106

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:e83f15479383e6fd4b6220ff461b995d3ef39fb963f1404dc2d48b380431069a

Observation df7a32c5-f84e-425b-bd7d-23fad1bed749 · outbound

This paper cites 2024 , howpublished =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning 2024 , howpublished =

Reference 107

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Source-reported events for the cited work

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:6343df4b33faa9943b6f42afa31f1fc9ac841a5f565578c8ac8681474a9eca1e

Observation 5090e2b1-e65a-45bb-94b1-ff5bb52dd9a7 · outbound

This paper cites Learning Self-Correction in Vision-Language Models via Rollout Augmentation.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Learning Self-Correction in Vision-Language Models via Rollout Augmentation

Reference 108

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:8bc6fc00eeeb8b7b84e4dca92dc77426352b41a26ccd1531fbc0edcf45b61c5c

Observation f1d1935a-88bd-43cc-8e4b-cd32e09b1cd6 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 109

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:fef5c8ba9adb5e0f662b2129d0f08c8c5b3b3dda1eb1d6842cdce46f1b987979

Observation ac7f4469-3187-48a0-ae8c-a5b8904426d0 · outbound

This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Reference 110

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:f2ac48ffecbe7411b99170e59e38bb5c77a67be9cb59bb742596bce253e2c9fe

Observation e74f7b37-dbda-4f10-93bc-63b5858fb3e7 · outbound

This paper cites arXiv e-prints , pages=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning arXiv e-prints , pages=

Reference 111

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:2e9b8920ef2be7d937a72861a896f9dac9b44177087bfa3c9687ec0c904ed48f

Observation 084e1db9-ad57-4000-992f-16e9d9cd52b5 · outbound

This paper cites VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning , url =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning , url =

Reference 112

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:08efd3fdbb578128b8aa68d25f673abe106bda1bbedb669d8df49559bda2d4fc

Observation 1668c00a-11bd-4f32-9452-3abe56bea70a · outbound

This paper cites SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning , url =.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning , url =

Reference 113

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Source-reported events for the cited work

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:93ff4ad36593ba8b977f62e4fb66c13f2bd5ac3edd37221bceecb8ac94c40515

Observation 9608b798-0d8e-410c-bbe9-28a52d51051b · outbound

This paper cites AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution

Reference 114

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:9b83d1fe6548dbd44e1b6ba4a40912697c5b031e3e3e72db7d2ac88d42944dbd

Observation 0b1d2f60-049f-44ea-9816-a9f5114e4743 · outbound

This paper cites Qwen3-VL Technical Report.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning Qwen3-VL Technical Report

Reference 115

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:aa5818585e20ad98ef9f925ed37f5165dd78639b05d4931ea96250fd1de985f9

Observation fe1aec17-3beb-4f6a-9b34-c6b15a6b3bbc · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 116

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:697c0a756abe8796fc773898bde81df9a37b2e6f0ac82eeee0a677b423d941c9

Observation de836b1b-1e0c-430f-9b32-499e86d873c7 · outbound

This paper cites 2025 , eprint=.

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning 2025 , eprint=

Reference 117

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source=arxiv_source observed=2026-07-13T06:45:27.857034Z digest=sha256:b6e88f3e70dee3496843156e0c23de26397ea9d0f1a6a1adf211302e6fe5bbac

Pith citing papers

No inbound Pith citation observations are available.