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Paper Citation Record · LEDGER

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners

As of 7 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2607.28336.

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

pith.paper-citation-record.v1
2607.28336 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T01:24:27.836880Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

28 of 28 outbound references displayed

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  • unresolved24
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bc5b8c32-9c59-4033-b205-8b0bd15dd9ee · outbound

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

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

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source=pdf_text observed=2026-08-04T01:24:25.554033Z digest=sha256:47bec7172a0a3ba0049c0d221d228255d2bfa73a049635e218fa4cb53a22798d

Observation b049d5a4-6a1a-4b2a-aba2-94b97836dea3 · outbound

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

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 5

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source=pdf_text observed=2026-08-04T01:24:25.658020Z digest=sha256:580d30a4f3135581c2086054c26f722d822aebd18a0944828836879b846f59ac

Observation e9106978-4b27-4f7d-a595-dc12340e7845 · outbound

This paper cites URL https://arxiv.org/abs/2510.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://arxiv.org/abs/2510

Reference 10

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source=pdf_text observed=2026-08-04T01:24:26.222855Z digest=sha256:4298b09d441e594a7ee540931de8de1635b0e8fd7f4e44aeab49b1cb47c9de52

Observation c1f63993-351d-4e89-acef-337b8476782e · outbound

This paper cites URL https://thinkingmachines.ai/blog/on-policy- distillation/.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://thinkingmachines.ai/blog/on-policy- distillation/

Reference 12

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source=pdf_text observed=2026-08-04T01:24:26.354745Z digest=sha256:4a1479d93cafd97c834a951d176e90a41cbd431b190f7b7a48b260d520fb95fa

Observation aff6779b-0bc8-4ae2-bb8e-c8c62cc0de02 · outbound

This paper cites URL https://aclanthology.org/2021.acl-long.528/.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://aclanthology.org/2021.acl-long.528/

Reference 13

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source=pdf_text observed=2026-08-04T01:24:26.487688Z digest=sha256:59c181b08b4ddc2a42c4908b87193e4305f7bc76d3f37d4e3384b81034ed1cb3

Observation 3386073a-a2e5-4ca3-a764-1bbbb81d016b · outbound

This paper cites URL https://ojs.aaai.org/index.php/AAAI/ article/view/29844.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://ojs.aaai.org/index.php/AAAI/ article/view/29844

Reference 14

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source=pdf_text observed=2026-08-04T01:24:26.553211Z digest=sha256:cfa3e32d681b473446bd5b36816d9f61b1b8da37c8d04039d6faff32f4cc6997

Observation 525f4aad-a746-4914-a901-034a53d2a226 · outbound

This paper cites acl-long.983.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners acl-long.983

Reference 15

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source=pdf_text observed=2026-08-04T01:24:26.657315Z digest=sha256:5dd21011830766b1e96d0a264b842a2a02ef6aec3cd5077aa068a6dbf8878155

Observation f28a3d99-aab6-4803-be04-dde4bb8ff389 · outbound

This paper cites URL https://ojs.aaai.org/index.php/ AAAI/article/view/34213.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://ojs.aaai.org/index.php/ AAAI/article/view/34213

Reference 16

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source=pdf_text observed=2026-08-04T01:24:26.709166Z digest=sha256:ab54aa07050c60bd6109790bf8ba2ec9318e8334059a8bfbcbaf60f205ee2a5d

Observation 2822b418-577d-414f-9d99-68dc5420636f · outbound

This paper cites Policy Distillation.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners Policy Distillation

Reference 17

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source=pdf_text observed=2026-08-04T01:24:26.801364Z digest=sha256:10bd4ab2483d908e20d31ad5c9018ad9d54efba2c3f5c3ef4dcfab0e06277219

Observation f9026cc3-10b4-4545-9445-6bb030723ba1 · outbound

This paper cites VisualPRM: An Effective Process Reward Model for Multimodal Reasoning.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 19

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source=pdf_text observed=2026-08-04T01:24:27.043856Z digest=sha256:b0675f0c4c1635c29aa0a1d95a8890e24b746c883089146ee76e76fdd6d8762e

Observation 1e5c5ee7-9b99-4b05-b307-2b70adac5926 · outbound

This paper cites LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts

Reference 20

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source=pdf_text observed=2026-08-04T01:24:27.113587Z digest=sha256:03f74ddcca4a3dee01ec2129a2bf898d8502517ca6b6bca4020ad6a326313882

Observation 6ec95b6c-f3b7-4bba-8ba2-ab7f2302c321 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 21

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source=pdf_text observed=2026-08-04T01:24:27.210694Z digest=sha256:1213aca98c7f962269516677bf335573c7083d2523ffc7f05dd31b2d0745f6b1

Observation a43ca590-bae0-466a-bc5f-b2af846e31e8 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 22

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no resolver link, observed 2026-08-04T01:24:27.279991Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T01:24:27.279991Z digest=sha256:4686c2456398310fa6e81c4e2136a7ded41db426adeaf09d834bcdfe2b922049

Observation 6088f23f-d0c7-4554-9cc0-c1d3da860f6c · outbound

This paper cites Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation

Reference 23

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source=pdf_text observed=2026-08-04T01:24:27.354370Z digest=sha256:abc9ba2c52334d22a051a970267fc5f166fc43585607796c7e6424ed6fc6d33e

Observation 41623c2e-74b7-4f5e-bf23-563b0980fef3 · outbound

This paper cites URL https://aclanthology.org/2025.acl-long.736/.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://aclanthology.org/2025.acl-long.736/

Reference 24

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no resolver link, observed 2026-08-04T01:24:27.417619Z

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source=pdf_text observed=2026-08-04T01:24:27.417619Z digest=sha256:df1ec811b05fbd206e9339c6131a0c2e001a18238cadf33845c22722fed1149c

Observation d5420975-c05b-4d44-afc9-2beedb897668 · outbound

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

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?

Reference 25

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source=pdf_text observed=2026-08-04T01:24:27.562114Z digest=sha256:f10a7d780b3aaa21f6025048f2a30fb8ff124b9c659ccd83427867fe27d86e00

Observation ded47b80-17d6-46aa-ae12-444b4f7ae91e · outbound

This paper cites URL https://ojs.aaai.org/ index.php/AAAI/article/view/28583.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://ojs.aaai.org/ index.php/AAAI/article/view/28583

Reference 26

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source=pdf_text observed=2026-08-04T01:24:27.660501Z digest=sha256:fe5a9806c3f19889d1b3c7444af232f4b3c21205ecfbb07b614cf31c12886481

Observation 61fe36f1-57d7-47a4-b83d-8e8e484cd54b · outbound

This paper cites URL https://ojs.aaai.org/index.php/AAAI/article/view/40144.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://ojs.aaai.org/index.php/AAAI/article/view/40144

Reference 27

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source=pdf_text observed=2026-08-04T01:24:27.741350Z digest=sha256:c49884fa367cd8f7a4a0b4da5fc7796afde11db68a82ea1becf28e7673fe7e89

Observation ff5c7074-e5c3-4860-9dc1-a88d390e79eb · outbound

This paper cites Training runs for two epochs with an actor learning rate of10 −6, a 10-step warmup, and gradient-norm clipping at 1.0.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners Training runs for two epochs with an actor learning rate of10 −6, a 10-step warmup, and gradient-norm clipping at 1.0

Reference 28

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source=pdf_text observed=2026-08-04T01:24:27.836880Z digest=sha256:764b96d7652d5446b6a6e1007362d9be8d33ce3d88dc72a41711c326768d94e8

Observation 9e65bb7a-cb6a-46d9-82f1-399235dd249d · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners Distilling the Knowledge in a Neural Network

Reference 2015

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source=pdf_text observed=2026-08-04T01:24:26.003560Z digest=sha256:f8e7bd2a317533f8bab3b7f3d379051c17a615c6331cfff1de21cd84fa628a4a

Observation bcaeab2a-1cd0-4c89-b899-4dcb4007a84e · outbound

This paper cites URL https://aclanthology.org/D16-1139/.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://aclanthology.org/D16-1139/

Reference 2016

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source=pdf_text observed=2026-08-04T01:24:26.300677Z digest=sha256:b712241bff3920bf48630ec968f6b2910c715bea6a57880bddb9786f79e27874

Observation 1ad3408f-f826-4b26-898e-73c817c50237 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners Proximal Policy Optimization Algorithms

Reference 2017

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source=pdf_text observed=2026-08-04T01:24:26.907237Z digest=sha256:a8db37b2a2f8f2353b49352e7965e245a09782006e7e0d6345eee6a05a69668c

Observation ba8fa7f5-48db-4d1f-b0ee-ce5408de6a95 · outbound

This paper cites Qwen3-VL Technical Report.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners Qwen3-VL Technical Report

Reference 2019

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source=pdf_text observed=2026-08-04T01:24:25.266015Z digest=sha256:ec8cd188d2233286ecc15a7f059591eedb99e6fc92cc4ebc0f1984864dcababc

Observation 919c710e-41db-4e7d-aa79-7d971f7aa86d · outbound

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

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 2022

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source=pdf_text observed=2026-08-04T01:24:25.322072Z digest=sha256:b126b60a5fbb6126f49cf579b1c42e5ff1dde33ea8f798bd1fbd8fe9b280db9a

Observation c927c1b0-b63f-407b-8c75-c946a9e92d1f · outbound

This paper cites URL https://aclanthology.org/ 2023.findings-acl.507/.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://aclanthology.org/ 2023.findings-acl.507/

Reference 2023

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source=pdf_text observed=2026-08-04T01:24:26.121647Z digest=sha256:43f8682ac7229daa720fb7564976d748a075e105e11e9937a61719da6ebc4da8

Observation 2bddd38d-3861-472a-b50c-85cd3811effd · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners Distilling the Knowledge in a Neural Network

Reference 2024

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source=pdf_text observed=2026-08-04T01:24:25.899008Z digest=sha256:4d574c44499545e1a83fe8d740083ef01c99ea187d079fc8d9b5edea69bfd55b

Observation 5d9665e7-ff71-46f5-9c7e-2e6617561783 · outbound

This paper cites v39i22.34538.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners v39i22.34538

Reference 2025

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no resolver link, observed 2026-08-04T01:24:25.436003Z

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source=pdf_text observed=2026-08-04T01:24:25.436003Z digest=sha256:54a4ba8464b5fd5439b3250c95df11c3c50da746f56606cc2a2b3062d93bf134

Observation b68cea57-8260-420d-a715-694b5fb0646c · outbound

This paper cites URL https://ojs.aaai.org/index.php/AAAI/article/view/39254.

Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners URL https://ojs.aaai.org/index.php/AAAI/article/view/39254

Reference 2026

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source=pdf_text observed=2026-08-04T01:24:25.768170Z digest=sha256:58547cd8328dc84476ae77cb5c32e46d70c6f64c65edc2ce6d57bd704f0314b2

Pith citing papers

No inbound Pith citation observations are available.