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Paper Citation Record · LEDGER

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2507.22607.

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

pith.paper-citation-record.v1
2507.22607 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:24:39.926180Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T04:59:04.384350Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 9c80213e-e434-4764-b9a1-dd9b0fe19e70 · inbound

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model cites this paper.

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T13:24:39.926180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T13:24:39.926180Z digest=sha256:ad55801713d4224a643082c443c42a47e1196451ed7ef4b375753029446ef725

Observation e0883df8-392f-4615-bfd3-d79f613c767b · inbound

Asking like Socrates: Socrates helps VLMs understand remote sensing images cites this paper.

Asking like Socrates: Socrates helps VLMs understand remote sensing images VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:59:04.387061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-17T04:54:57.121481Z digest=sha256:5b784a3afbfd923384c0324f535cea055ce151e539ac4565fc59680245a21db4

Observation d6797923-e4a0-476d-9806-a043a665a98b · inbound

Wiki-R1: Incentivizing Multimodal Reasoning for Knowledge-based VQA via Data and Sampling Curriculum cites this paper.

Wiki-R1: Incentivizing Multimodal Reasoning for Knowledge-based VQA via Data and Sampling Curriculum VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 37

Resolution
unresolved
no resolver link, observed 2026-07-15T14:43:21.866055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-15T14:43:21.866055Z digest=sha256:7e6c41203bd6128c3d847ef30d85c2ecd600a3d42f8a200f51faf7e55f26b156

Observation 5fcde6b4-21d1-4336-8c69-3c24414e05e9 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 79

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:25:59.333264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T16:03:15.222571Z digest=sha256:10935c6a7f51ab2c3ae777f6095430d74de83ba08f2b75bf1506623dc41c3ea8

Observation 1c4333a1-db5c-4e5d-9025-e87ed495ce24 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 89

Resolution
unresolved
no resolver link, observed 2026-07-12T22:48:45.647588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T22:48:45.647588Z digest=sha256:6b3b36a7fdafbd73b74a7ec67c1f2be91b9ba0b667a9c4e9d9bc52386f34f611

Observation 82fd2cc8-b1da-4349-97f8-e1b19fe59164 · inbound

SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models cites this paper.

SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Reference 79

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:36:08.628351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T01:23:32.849326Z digest=sha256:99a512342d78567ccdf4503bf172513cecc834e20b39df7e744a97958cc155b5