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Paper Citation Record · LEDGER

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

As of 14 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 2026-08-14T06:32:32.682623+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=sha256:287d94c2ca09ff3467d9389acc03f91c69bafb5d13b56f030a2d8c43807eea8b

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:f687f996fb7e900f4b5805e17c5044acfc939349b3ae44e94ecf18fc9283752f

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=sha256:66e43eb6ee5c6526ced9460c78678a2266554f12cdb586a4815b500628d97351

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:c11bc66a8c3767e3032ac3095bd425adfd4649241fad1307733ffe4537a2e73e

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=sha256:568b2a6436f80a7c9472f75f0d02208ebbba2a9b0a80fba14e8325d9a2052648

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=sha256:2e660f8708ca652ee50d6767805b1990b141a975217f212b85b83486e52fedd1

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=sha256:37132aa47d155062ab270a73aee21e51b4cb1a22f963e30ad9e6fcfbe7666fb9

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=sha256:54ed31d2fc1979d5d5b206155804260063b098eb223a04345a8701caaa20c814

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=sha256:7c9fcc66d3082ac98e9f132adb778838e68e8e670f811836f92c6fd5ea9c8e4a

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=sha256:5bfc1d91e856315f2facacb57e2b660c6a52b47c5f23d91c24c0de748971b742

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=sha256:140db9b4e613515cfaf63249ed27aab22ddcaf3e183233d4e1ab1e89e27f154f

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=sha256:4d42ebbcccf9ce198c1a24f6ced10cbad6effc63d8455924a0317ea4cca58d93

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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source=pdf_text observed=2026-08-04T01:24:27.279991Z digest=sha256:6b8f371ee9ba41930eb9fd4e73d87c5f62a5c8cd32fc904a4afbe695911edd11

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=sha256:47d80cf72bcc1e6d1e9aa82752547f825650c8dd20d486c7d73170c541e48be0

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:d2d07001a9f0b7cc60ad8e6b9939876f0caec5eef9b5c8eecb50ceb32f336d62

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=sha256:7560bef3dd1af6fc2e29b66cda4c83779dbcf38c0ecb58e7394158d59cc9be2c

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=sha256:89ed0e99c3be376ffc42d08ea35c73d7cbda7aa6d7e7accce3d00c58d897c4d5

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=sha256:68053fc5aaacfc20c13940e4d7bf3cf80c68dac09807ff8fd17d8c98f1527ba5

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=sha256:7fad2b0767db34f23524d3199cde674d8ef16d6c8150732f00d6fb3f4c1a49ae

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:fa7e990bb80f97d442abfe928e33e0a3fcbfe6bdf9aac7276e72c7bb718d6db5

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:f68c6309ddebadbd6c1ea82381027522c5858a2c5ab6541e71f77b0af04cd13d

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=sha256:3681e72c6d880bd6bb3ec4154747c971f4c136c9abce35a9c2f24282f21b2280

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:c7676dc1565ccd92bd4ba37b059917bfc309fb418cbb7e2cf9b494609b76595e

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=sha256:5687b988d1f1215421589269ad03107184bceef143b2a00ef1575468e5fb8ee9

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=sha256:0d6a9f71c9993963e711891cc212407fb3877034e76e7cae0ed3f550b54a3f39

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=sha256:437dde63021bed50e40b058e48e46ddd62b51a159b8a54e3f41f8ce1f51e9423

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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source=pdf_text observed=2026-08-04T01:24:25.436003Z digest=sha256:4971da54b64eea7d21cc1004790d4bd0992ca3ac4efdab1f7f57f2848bda45b9

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=sha256:0004f6bf390d2628b6be257b967a9f080dfdfcb4b95b29c880dc34e76b8fdb43

Pith citing papers

No inbound Pith citation observations are available.