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Paper Citation Record · LEDGER

Self-Evolving Code-with-Image Reasoning

As of 22 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2608.11292.

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

pith.paper-citation-record.v1
2608.11292 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:43.349047Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

59 of 59 outbound references displayed

  • verified exact3
  • verified fuzzy25
  • unresolved25
  • parse uncertain0
  • malformed identifier6
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb804ded-6966-400d-91c5-bfa46ce9ce40 · outbound

This paper cites Gepa: Reflective prompt evolution can outperform reinforcement learning.

Self-Evolving Code-with-Image Reasoning Gepa: Reflective prompt evolution can outperform reinforcement learning

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.531205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation cb9fbc91-2404-4f7f-8859-7abcfa6c339f · outbound

This paper cites EvoSkill: Automated Skill Discovery for Multi-Agent Systems.

Self-Evolving Code-with-Image Reasoning EvoSkill: Automated Skill Discovery for Multi-Agent Systems

Reference 2

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no resolver link, observed 2026-08-15T14:17:43.092112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.092112Z digest=sha256:15412f93cce8ee8ef8f625099c3d1aa447e1ec0bc66c35aeef6c5d088f8144d5

Observation 5e372dad-1274-4252-81a2-8624114e18b7 · outbound

This paper cites Are we on the right way for evalu- ating large vision-language models? In A.

Self-Evolving Code-with-Image Reasoning Are we on the right way for evalu- ating large vision-language models? In A

Reference 3

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malformed identifier
raw_fallback, observed 2026-08-15T14:17:44.516725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.097489Z digest=sha256:45d21d18dbc3703a65875b572895a721734bbdbdeb3230764b4bc771b69a91e4

Observation c54dce4f-871c-4f4d-bb2f-64f41a76aa28 · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:44.504256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.102644Z digest=sha256:fa32d6291c6c0918a5c73f394f99f86dae79a53e5492cf5c62c282aa499511b9

Observation 00ec7a67-d0ff-4adb-9198-98a5320e11f5 · outbound

This paper cites Teaching large language mod- els to self-debug.

Self-Evolving Code-with-Image Reasoning Teaching large language mod- els to self-debug

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.490770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.107746Z digest=sha256:a0f865610ab60d7ada51789e4ce3e70f3be5488d0013deca4597682777999ea7

Observation cb1ad70f-d86b-41e0-8cf9-82be9d0e4bf3 · outbound

This paper cites PAL: Program-aided language models.

Self-Evolving Code-with-Image Reasoning PAL: Program-aided language models

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.462512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.117753Z digest=sha256:5bbe0c8ccaf29ece1b2d74be532eb332796d34b901ac2f82cd8523cb8314f156

Observation ce20e124-d9c5-47cf-9c9f-1ee0ab744209 · outbound

This paper cites Stochastic first-and zeroth-order methods for nonconvex stochas- tic programming.SIAM journal on optimization, 23(4):2341–2368, 2013.

Self-Evolving Code-with-Image Reasoning Stochastic first-and zeroth-order methods for nonconvex stochas- tic programming.SIAM journal on optimization, 23(4):2341–2368, 2013

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.448195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.121793Z digest=sha256:a678a0de332c5694face2d0b17845937d9e7f50517b99052c1385e8882347402

Observation 4177a206-fb80-4592-a49e-0bc923b75cc9 · outbound

This paper cites Do Multimodal Agents Really Benefit from Tool Use? A Systematic Study of Capability Gains.

Self-Evolving Code-with-Image Reasoning Do Multimodal Agents Really Benefit from Tool Use? A Systematic Study of Capability Gains

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-15T14:17:43.946346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.125732Z digest=sha256:a49f4de6b6c5aa9068d751cb0f765569f1699b48866ac8cba6c1a910073d1b58

Observation 8c8b5f92-fdff-4005-a872-5d103d563db8 · outbound

This paper cites Beyond seeing: Evaluating multimodal llms on tool-enabled image perception, transformation, and reasoning.arXiv preprint arXiv:2510.12712, 2025.

Self-Evolving Code-with-Image Reasoning Beyond seeing: Evaluating multimodal llms on tool-enabled image perception, transformation, and reasoning.arXiv preprint arXiv:2510.12712, 2025

Reference 9

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no resolver link, observed 2026-08-15T14:17:43.131437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.131437Z digest=sha256:37e06ba08fda06496d36891cd9e51c23a73fecc8a60e4fe63a0caf07aadf158b

Observation adb14eaa-125c-4693-950b-c0667acd1551 · outbound

This paper cites Thinking with programming vision: Towards a unified view for thinking with images.

Self-Evolving Code-with-Image Reasoning Thinking with programming vision: Towards a unified view for thinking with images

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.431740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.138649Z digest=sha256:f97a2a2949b01446cea55362ec23bce45c263e026b063b7dd6a50c4e60706704

Observation fbcf9565-c4a3-4ba2-83ff-69c6613ed55b · outbound

This paper cites Visual programming: Compositional visual reasoning without training.

Self-Evolving Code-with-Image Reasoning Visual programming: Compositional visual reasoning without training

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.143371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.143371Z digest=sha256:ecb7343f6fb3337bddd23727a4e27865066906a5cb56f1da3a72ae9f8f2baa81

Observation 10c5609d-22b8-4d5b-986b-a7eb4b59dda6 · outbound

This paper cites Deepeyesv2: Toward agentic multimodal model.

Self-Evolving Code-with-Image Reasoning Deepeyesv2: Toward agentic multimodal model

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.419429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.147985Z digest=sha256:2f4ac0706eee9e2a5ac211ee7874e3e3f93b9c2481bfd7592d68986f7fc409a6

Observation 005556c8-b39f-4ee7-af4f-89ab6dcd4079 · outbound

This paper cites Codev: Code with images for faithful visual reasoning via tool-aware policy optimization.

Self-Evolving Code-with-Image Reasoning Codev: Code with images for faithful visual reasoning via tool-aware policy optimization

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.405481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.151631Z digest=sha256:9f764e1df6ae7d862c74e05cad0d2aaae9bac698208bedc48e725a5926b71bd6

Observation 60b2bfa1-9f53-42f1-88b6-aa0e847e490d · outbound

This paper cites Visual sketchpad: Sketching as a visual chain of thought for multimodal language models.

Self-Evolving Code-with-Image Reasoning Visual sketchpad: Sketching as a visual chain of thought for multimodal language models

Reference 14

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T14:17:44.390806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.155452Z digest=sha256:f737a3bd5612b103943d1778baa710be758b5d38e668d9575113c33fe5573851

Observation 5ad44e2f-eb9d-402e-9500-1065d71909b1 · outbound

This paper cites XSkill: Continual Learning from Experience and Skills in Multimodal Agents.

Self-Evolving Code-with-Image Reasoning XSkill: Continual Learning from Experience and Skills in Multimodal Agents

Reference 15

Resolution
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no resolver link, observed 2026-08-15T14:17:43.159231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.159231Z digest=sha256:542c40d0f8ec1415425c545f288c7960b86b3892e4cc26c3d0608cba15ec1150

Observation 7e193ba3-df3e-479e-8b45-7988b01062f3 · outbound

This paper cites Tir-bench: A comprehensive benchmark for agentic thinking- with-images reasoning.arXiv preprint arXiv:2511.01833, 2025.

Self-Evolving Code-with-Image Reasoning Tir-bench: A comprehensive benchmark for agentic thinking- with-images reasoning.arXiv preprint arXiv:2511.01833, 2025

Reference 16

Resolution
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no resolver link, observed 2026-08-15T14:17:43.163371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.163371Z digest=sha256:d095347e1062617cc5f5100f86fecda6065ae1dd12af1a95485fcbd2f5861ef4

Observation 2096e896-ac6a-493a-827b-7425f742b9ad · outbound

This paper cites Microsoft coco: Common objects in context.

Self-Evolving Code-with-Image Reasoning Microsoft coco: Common objects in context

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.377333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.167634Z digest=sha256:cebf672aa00d5e5f8eb561d67fc3986ae83fdc1f796db5b9a26f6eb6a133f21f

Observation a2ef9c4d-600e-417c-9d25-5b239e33db63 · outbound

This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts.

Self-Evolving Code-with-Image Reasoning Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.363525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.171626Z digest=sha256:28701ab2ff0675a811554f1cad6e91daf5a24906cdf595b3b5264922766e4fb9

Observation 90018f4b-dfdd-422b-b244-93061654d61e · outbound

This paper cites Fine-tuning language models with just forward passes.

Self-Evolving Code-with-Image Reasoning Fine-tuning language models with just forward passes

Reference 19

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T14:17:44.349371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.177269Z digest=sha256:b3fd4087401945586d398a763a950b678b93301fbf7e95fd665e13d83feffcf7

Observation 238910f6-4f39-4bdd-8bd4-f5d3bfdfbc42 · outbound

This paper cites Random gradient-free minimization of convex functions.

Self-Evolving Code-with-Image Reasoning Random gradient-free minimization of convex functions

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.183221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.183221Z digest=sha256:096e4f5a5691d62c804b2199a753785b6efeb92afdde31d35ac75148d71c4977

Observation 460ca7b1-b08e-41fb-962e-82ffa5c3c276 · outbound

This paper cites Hypothesis-Driven Skill Optimization for LLM Agents.

Self-Evolving Code-with-Image Reasoning Hypothesis-Driven Skill Optimization for LLM Agents

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.187423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.187423Z digest=sha256:5f208946b5712609c5f3dd463d695bcc56a274bc9411cde73412d836371b3974

Observation aaaf91e1-9aa3-4b75-8b5c-988a2999f5dd · outbound

This paper cites SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe.

Self-Evolving Code-with-Image Reasoning SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe

Reference 22

Resolution
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no resolver link, observed 2026-08-15T14:17:43.192361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.192361Z digest=sha256:b6843fac728bbcef3f98628e13120dece09a10794604cebc73b6f4bd42d01323

Observation c335f895-4566-41e7-b1ac-7ee312e827c3 · outbound

This paper cites Re- flexion: language agents with verbal reinforcement learning.

Self-Evolving Code-with-Image Reasoning Re- flexion: language agents with verbal reinforcement learning

Reference 23

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T14:17:44.325010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.196816Z digest=sha256:dd2baead6d6360a9787212a4067e1137c0caef8423045af41f291b17236a6d08

Observation aee18a17-fc60-4ebf-a4a5-7ed46c141dee · outbound

This paper cites Codedance: A dynamic tool-integrated mllm for executable visual reasoning.

Self-Evolving Code-with-Image Reasoning Codedance: A dynamic tool-integrated mllm for executable visual reasoning

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.310817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.201259Z digest=sha256:cb24fd58c1eaecfca1767154f96ce16a14afddef9cbb00fa082fb2ba4d69bbac

Observation e3a54eb9-f9b4-4b30-8393-26572d02fbad · outbound

This paper cites Multivariate stochastic approximation using a simultaneous perturbation gradient approximation.IEEE transactions on automatic control, 37(3):332–341, 1992.

Self-Evolving Code-with-Image Reasoning Multivariate stochastic approximation using a simultaneous perturbation gradient approximation.IEEE transactions on automatic control, 37(3):332–341, 1992

Reference 25

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no resolver link, observed 2026-08-15T14:17:43.205787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.205787Z digest=sha256:2e523d4d24df813fc809a0f30a8c025b5e936b581447d2e3e054e2a6628c337d

Observation 4864384d-3f2c-4081-8c86-99a0c95df017 · outbound

This paper cites Pixel reasoner: Incentiviz- ing pixel space reasoning via curiosity-driven reinforcement learning.

Self-Evolving Code-with-Image Reasoning Pixel reasoner: Incentiviz- ing pixel space reasoning via curiosity-driven reinforcement learning

Reference 26

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T14:17:44.284934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.210059Z digest=sha256:2e72353b7b9c605e065e91a60a7c0ffff5e2c66da54e2b310dcb942cc71a6ac8

Observation 8f6e8058-6244-420e-838b-dce5401c8b93 · outbound

This paper cites Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers.

Self-Evolving Code-with-Image Reasoning Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.214388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.214388Z digest=sha256:72df47a496ec64cd9d63061d9809b2ce052dd0795bd84fbca3bf5dfd84a2ce96

Observation d9d01cd0-326f-4f28-8ae5-4e3da9cc4007 · outbound

This paper cites Agentvista: Evaluating multimodal agents in ultra-challenging realistic visual scenarios.arXiv preprint arXiv:2602.23166, 2026.

Self-Evolving Code-with-Image Reasoning Agentvista: Evaluating multimodal agents in ultra-challenging realistic visual scenarios.arXiv preprint arXiv:2602.23166, 2026

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.219127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.219127Z digest=sha256:c5db6041869080c2b12a89cfb620d0bcd0d5c0e4bcf919229b4e584c32c196d9

Observation 926f8365-3f57-4fb3-bdf2-c22c8221b635 · outbound

This paper cites Vipergpt: Visual inference via python execution for reasoning.

Self-Evolving Code-with-Image Reasoning Vipergpt: Visual inference via python execution for reasoning

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.223279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.223279Z digest=sha256:4c3287e36b6e1aa5494a9b1bfcfd2e9ec7ede8004eed02b02c96d948d8bd2017

Observation d53d8012-c3c1-491d-a6f4-b88bf9d8baf1 · outbound

This paper cites V oyager: An open-ended embodied agent with large language mod- els.Transactions on Machine Learning Research, 2024.

Self-Evolving Code-with-Image Reasoning V oyager: An open-ended embodied agent with large language mod- els.Transactions on Machine Learning Research, 2024

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.270997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.227484Z digest=sha256:9ff4cdd0fcdfb3beb5de1e0ac0b2817f4f6b41e4a5b89a4169699d815c8b7803

Observation 7237ccf0-789c-4d98-9ebe-0e1a85900b58 · outbound

This paper cites Divide, conquer and combine: A training-free framework for high-resolution image perception in multimodal large language models.

Self-Evolving Code-with-Image Reasoning Divide, conquer and combine: A training-free framework for high-resolution image perception in multimodal large language models

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.257951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.231664Z digest=sha256:86fae56f82a44f4f5a72e39b0b673a3df74e892676af63ed49f0dd1ce075a8b8

Observation 4f7d458b-2ea9-4be4-8b02-3e7b3f7d89f0 · outbound

This paper cites Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence?.

Self-Evolving Code-with-Image Reasoning Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence?

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.235687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.235687Z digest=sha256:1980ba6f5907d7f8f47e9f6ee87348d01cb121cb365ad0d0cd2dfe42c066bacd

Observation 88b3e40f-6f30-4d9c-b0f3-988f9acba779 · outbound

This paper cites V*: Guided visual search as a core mechanism in multimodal llms.

Self-Evolving Code-with-Image Reasoning V*: Guided visual search as a core mechanism in multimodal llms

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.244911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.240240Z digest=sha256:49ee83fd83ebcfd2aeb085606b26945736e5097cf037afb803adaac1bf75b8c4

Observation 8aaeccab-6175-4463-a89f-479a82ec7e50 · outbound

This paper cites SkillOpt: Executive Strategy for Self-Evolving Agent Skills.

Self-Evolving Code-with-Image Reasoning SkillOpt: Executive Strategy for Self-Evolving Agent Skills

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.244618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.244618Z digest=sha256:6eb42f833ac91ab8adaca355ee684db91dec25424f7bc2cf84caac6cacba3de1

Observation 1e248345-18de-45c7-bae9-1330980ba440 · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.

Self-Evolving Code-with-Image Reasoning Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.231423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.249019Z digest=sha256:acffcd3b97e4707113adf0d4cc29879f5257eb9cd7a9307ccc0c1ded13e05aec

Observation 5fe1ce45-60e3-4b5d-a25e-ba009eed38bb · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? InEuropean Conference on Computer Vision, pages 169–186.

Self-Evolving Code-with-Image Reasoning Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? InEuropean Conference on Computer Vision, pages 169–186

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.253540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.253540Z digest=sha256:a20f4ac217680712bb1e95cb6096f7060421ba4df9d72bb31c3e956e63853121

Observation 6421660b-c666-4d49-a401-f73d0d4963b6 · outbound

This paper cites SPyCE: Skill-Policy Co-evolution for Multimodal Agents.

Self-Evolving Code-with-Image Reasoning SPyCE: Skill-Policy Co-evolution for Multimodal Agents

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-08-15T14:17:43.549772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.257698Z digest=sha256:06dadf49a8b899706e7a27f8ef2c3f95a449f6b8f86078bf1e2917c91aede3b7

Observation abc8e9ec-7e20-4197-b9e7-cd8724d8836b · outbound

This paper cites Thyme: Think beyond images.

Self-Evolving Code-with-Image Reasoning Thyme: Think beyond images

Reference 38

Resolution
verified exact
raw_fallback, observed 2026-08-15T14:17:43.530270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.262232Z digest=sha256:011a012948f5cbaf4cdd7146fdd8ce3b1ba058e0138ca52772df99b135171ef8

Observation 894923ff-d8f5-463d-aa6c-8effd5b3a433 · outbound

This paper cites Expel: Llm agents are experiential learners.

Self-Evolving Code-with-Image Reasoning Expel: Llm agents are experiential learners

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:43.266237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.266237Z digest=sha256:c106dc60a214cffd51f95fb1c5490d62edd87bfe8e14ae13be90026ab7e5ca99

Observation 154e2e52-91cd-4f7e-9488-dad60860468e · outbound

This paper cites Pyvision: Agentic vision with dynamic tooling.

Self-Evolving Code-with-Image Reasoning Pyvision: Agentic vision with dynamic tooling

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.200348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.270665Z digest=sha256:d6fdc333677321c75455076456f3b592aa8747af4e1493fd3ce9acd78f570021

Observation cbdbc97d-57a3-45a8-9c80-0a0d5fad89dd · outbound

This paper cites Pyvision-RL: Forging open agentic vision models via RL.

Self-Evolving Code-with-Image Reasoning Pyvision-RL: Forging open agentic vision models via RL

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.187162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.274421Z digest=sha256:bd79b5fe37a7597ad2cc439ff5c7f279ba21410901c781a132cf0f74fe587855

Observation 0b779046-eec7-4627-9e6b-48ecadb8788b · outbound

This paper cites Deepeyes: Incentivizing ”thinking with images” via reinforcement learn- ing.

Self-Evolving Code-with-Image Reasoning Deepeyes: Incentivizing ”thinking with images” via reinforcement learn- ing

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.174747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.278362Z digest=sha256:b08eb53ec1ce00ee54f4b441361bcd3ac6bf019916e29d2a9281a3897925a5bd

Observation 49c5a19f-5142-4fb7-b3aa-8d4253ce6908 · outbound

This paper cites No skill.

Self-Evolving Code-with-Image Reasoning No skill

Reference 43

Resolution
malformed identifier
no resolver link, observed 2026-08-15T14:17:43.286329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:17:43.286329Z digest=sha256:bdf20d48efef417a337f3f83c343e169a0856856adda2d87f2abccfeec244ac1

Observation 43864139-b5e9-4bdb-ba27-9b7e23e38b4e · outbound

This paper cites replace" name=.

Self-Evolving Code-with-Image Reasoning replace" name=

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.148500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.291251Z digest=sha256:57b8009abb6eddda77fd443b0627d711e2beb1bae7ec0a6801936ba955c0418f

Observation f261870d-ca89-48ee-a806-1d1cf8116eca · outbound

This paper cites Compare, line by line, how your successful and failing attempts compute the same quantity.

Self-Evolving Code-with-Image Reasoning Compare, line by line, how your successful and failing attempts compute the same quantity

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.134591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.295528Z digest=sha256:366790218d835cfb76df8079e3891d655178a4506155cb0b8ce84608f2b350af

Observation 90fdd419-1d70-4500-b4e4-4962bc06cf4e · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:44.121760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.299863Z digest=sha256:10ba64ecc7dd051169a078818f3a699cffa0b5436100a1fb12ecce0174204744

Observation 59c5590a-f4ac-4e3d-88b6-03ff176dd343 · outbound

This paper cites add" name=.

Self-Evolving Code-with-Image Reasoning add" name=

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.109082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.304469Z digest=sha256:bdbb8d0130a3a083b8571c25b7e829f1b707c42eaf0faabae5473a6a6f25ffb9

Observation 4b3896d8-2c7c-4b06-96e6-56c296a64292 · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:44.095503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.309141Z digest=sha256:e2610cffc42d80b9146ee640326c33eaad742aa75435d2e6e352f755d3d57cea

Observation 0a30e229-0742-40b0-acf4-ea0e2befbaa0 · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:44.083081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.313672Z digest=sha256:f96d08f29af57900ffb9b03fa7845794344490bed1f793ec0542d2a0ce3cc26c

Observation c035269e-0e57-45c6-9c76-5a6bf6d3013b · outbound

This paper cites SIFT is preferred for robustness against scale and rotation changes often present in crops.

Self-Evolving Code-with-Image Reasoning SIFT is preferred for robustness against scale and rotation changes often present in crops

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.069750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.318759Z digest=sha256:e0cf022ce9507668462747dba7ec2b51f7237c173226cefdbf7f97f67f1df38d

Observation 6bf890d7-ec81-4995-b88a-abdbdd29fa3d · outbound

This paper cites For SIFT use`NORM_L2`, for ORB use`NORM_HAMMING`.

Self-Evolving Code-with-Image Reasoning For SIFT use`NORM_L2`, for ORB use`NORM_HAMMING`

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.055217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.322458Z digest=sha256:0b2d5a0487b03e74481210b8275db171f8fc5a76418780f2151f4aa8b5895b82

Observation 1943678e-ffb3-4ca9-b9fd-42c04c26dc2b · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:44.041640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.327740Z digest=sha256:a8d1d64fd50c0cef687f0027d9c101426f31b1e6eb745dd516c02247d108fedf

Observation 7627b88f-8abf-4705-bdb0-33a2c2bfe129 · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:44.028195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.332898Z digest=sha256:0877bb67790d9e54a5dffdd5d29121cbd470543412c106de031fab73e77ef294

Observation ccf6e92d-baae-413b-97a4-1e42f123ecbe · outbound

This paper cites Ensure at least 4 inliers remain.,→.

Self-Evolving Code-with-Image Reasoning Ensure at least 4 inliers remain.,→

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:44.013896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.336963Z digest=sha256:bdf536911de0a392971407f7c6914e5c8acde5d8b285de54b33922cb274c2833

Observation 4d28ba79-c46a-4152-9dcc-4117ad4b3f5f · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:43.999861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.340870Z digest=sha256:740b93d6f882e8428f94b7809b9c0ffea7ec3fa80279b5e40294a53f86230977

Observation 74de2089-3ddc-4c3f-8dfc-81b85d4de3ad · outbound

This paper cites Round to nearest integer.,→.

Self-Evolving Code-with-Image Reasoning Round to nearest integer.,→

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:43.985543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.344988Z digest=sha256:cbd857d6584303586b8f31510130aeb77d4282d01ceac03e2d724c7adb02a9a5

Observation 06e075b6-69d4-45be-af6a-2bf688b33108 · outbound

This paper cites Total cases: {len(cases)}.

Self-Evolving Code-with-Image Reasoning Total cases: {len(cases)}

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:43.973237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.349047Z digest=sha256:6696c352f9f9cfbbf8d9ad1d28258be52dff25cdc62ea4fbf91ec047afb10351

Observation 1e5db7e4-f443-4353-8758-3bc4131033b6 · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:44.477537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.112853Z digest=sha256:2eb3eed233f073d17cfed0d5b68b0bf84767415d08a31a671e31e5ce47b0e082

Observation 88d45a11-13a3-4e74-9602-89747c4a5bb9 · outbound

This paper cites an unresolved cited work.

Self-Evolving Code-with-Image Reasoning Unresolved cited work

Reference 2026

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:17:44.160914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T14:17:43.282792Z digest=sha256:67a7902e5f13bc00ef7f30a0d1c19038630b83ae2af83f991cf624a9763dd197

Pith citing papers

No inbound Pith citation observations are available.