Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:43.349047Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:43.349047Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation eb804ded-6966-400d-91c5-bfa46ce9ce40 · outbound
Self-Evolving Code-with-Image Reasoning Gepa: Reflective prompt evolution can outperform reinforcement learning
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cb9fbc91-2404-4f7f-8859-7abcfa6c339f · outbound
Self-Evolving Code-with-Image Reasoning EvoSkill: Automated Skill Discovery for Multi-Agent Systems
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e372dad-1274-4252-81a2-8624114e18b7 · outbound
Self-Evolving Code-with-Image Reasoning Are we on the right way for evalu- ating large vision-language models? In A
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c54dce4f-871c-4f4d-bb2f-64f41a76aa28 · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 00ec7a67-d0ff-4adb-9198-98a5320e11f5 · outbound
Self-Evolving Code-with-Image Reasoning Teaching large language mod- els to self-debug
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cb1ad70f-d86b-41e0-8cf9-82be9d0e4bf3 · outbound
Self-Evolving Code-with-Image Reasoning PAL: Program-aided language models
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ce20e124-d9c5-47cf-9c9f-1ee0ab744209 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4177a206-fb80-4592-a49e-0bc923b75cc9 · outbound
Self-Evolving Code-with-Image Reasoning Do Multimodal Agents Really Benefit from Tool Use? A Systematic Study of Capability Gains
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8c8b5f92-fdff-4005-a872-5d103d563db8 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adb14eaa-125c-4693-950b-c0667acd1551 · outbound
Self-Evolving Code-with-Image Reasoning Thinking with programming vision: Towards a unified view for thinking with images
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fbcf9565-c4a3-4ba2-83ff-69c6613ed55b · outbound
Self-Evolving Code-with-Image Reasoning Visual programming: Compositional visual reasoning without training
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10c5609d-22b8-4d5b-986b-a7eb4b59dda6 · outbound
Self-Evolving Code-with-Image Reasoning Deepeyesv2: Toward agentic multimodal model
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 005556c8-b39f-4ee7-af4f-89ab6dcd4079 · outbound
Self-Evolving Code-with-Image Reasoning Codev: Code with images for faithful visual reasoning via tool-aware policy optimization
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 60b2bfa1-9f53-42f1-88b6-aa0e847e490d · outbound
Self-Evolving Code-with-Image Reasoning Visual sketchpad: Sketching as a visual chain of thought for multimodal language models
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5ad44e2f-eb9d-402e-9500-1065d71909b1 · outbound
Self-Evolving Code-with-Image Reasoning XSkill: Continual Learning from Experience and Skills in Multimodal Agents
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e193ba3-df3e-479e-8b45-7988b01062f3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2096e896-ac6a-493a-827b-7425f742b9ad · outbound
Self-Evolving Code-with-Image Reasoning Microsoft coco: Common objects in context
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a2ef9c4d-600e-417c-9d25-5b239e33db63 · outbound
Self-Evolving Code-with-Image Reasoning Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 90018f4b-dfdd-422b-b244-93061654d61e · outbound
Self-Evolving Code-with-Image Reasoning Fine-tuning language models with just forward passes
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 238910f6-4f39-4bdd-8bd4-f5d3bfdfbc42 · outbound
Self-Evolving Code-with-Image Reasoning Random gradient-free minimization of convex functions
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 460ca7b1-b08e-41fb-962e-82ffa5c3c276 · outbound
Self-Evolving Code-with-Image Reasoning Hypothesis-Driven Skill Optimization for LLM Agents
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aaaf91e1-9aa3-4b75-8b5c-988a2999f5dd · outbound
Self-Evolving Code-with-Image Reasoning SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c335f895-4566-41e7-b1ac-7ee312e827c3 · outbound
Self-Evolving Code-with-Image Reasoning Re- flexion: language agents with verbal reinforcement learning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation aee18a17-fc60-4ebf-a4a5-7ed46c141dee · outbound
Self-Evolving Code-with-Image Reasoning Codedance: A dynamic tool-integrated mllm for executable visual reasoning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e3a54eb9-f9b4-4b30-8393-26572d02fbad · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4864384d-3f2c-4081-8c86-99a0c95df017 · outbound
Self-Evolving Code-with-Image Reasoning Pixel reasoner: Incentiviz- ing pixel space reasoning via curiosity-driven reinforcement learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8f6e8058-6244-420e-838b-dce5401c8b93 · outbound
Self-Evolving Code-with-Image Reasoning Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9d01cd0-326f-4f28-8ae5-4e3da9cc4007 · outbound
Self-Evolving Code-with-Image Reasoning Agentvista: Evaluating multimodal agents in ultra-challenging realistic visual scenarios.arXiv preprint arXiv:2602.23166, 2026
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 926f8365-3f57-4fb3-bdf2-c22c8221b635 · outbound
Self-Evolving Code-with-Image Reasoning Vipergpt: Visual inference via python execution for reasoning
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d53d8012-c3c1-491d-a6f4-b88bf9d8baf1 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7237ccf0-789c-4d98-9ebe-0e1a85900b58 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4f7d458b-2ea9-4be4-8b02-3e7b3f7d89f0 · outbound
Self-Evolving Code-with-Image Reasoning Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence?
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88b3e40f-6f30-4d9c-b0f3-988f9acba779 · outbound
Self-Evolving Code-with-Image Reasoning V*: Guided visual search as a core mechanism in multimodal llms
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8aaeccab-6175-4463-a89f-479a82ec7e50 · outbound
Self-Evolving Code-with-Image Reasoning SkillOpt: Executive Strategy for Self-Evolving Agent Skills
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e248345-18de-45c7-bae9-1330980ba440 · outbound
Self-Evolving Code-with-Image Reasoning Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5fe1ce45-60e3-4b5d-a25e-ba009eed38bb · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6421660b-c666-4d49-a401-f73d0d4963b6 · outbound
Self-Evolving Code-with-Image Reasoning SPyCE: Skill-Policy Co-evolution for Multimodal Agents
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation abc8e9ec-7e20-4197-b9e7-cd8724d8836b · outbound
Self-Evolving Code-with-Image Reasoning Thyme: Think beyond images
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 894923ff-d8f5-463d-aa6c-8effd5b3a433 · outbound
Self-Evolving Code-with-Image Reasoning Expel: Llm agents are experiential learners
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 154e2e52-91cd-4f7e-9488-dad60860468e · outbound
Self-Evolving Code-with-Image Reasoning Pyvision: Agentic vision with dynamic tooling
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cbdbc97d-57a3-45a8-9c80-0a0d5fad89dd · outbound
Self-Evolving Code-with-Image Reasoning Pyvision-RL: Forging open agentic vision models via RL
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0b779046-eec7-4627-9e6b-48ecadb8788b · outbound
Self-Evolving Code-with-Image Reasoning Deepeyes: Incentivizing ”thinking with images” via reinforcement learn- ing
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 49c5a19f-5142-4fb7-b3aa-8d4253ce6908 · outbound
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43864139-b5e9-4bdb-ba27-9b7e23e38b4e · outbound
Self-Evolving Code-with-Image Reasoning replace" name=
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f261870d-ca89-48ee-a806-1d1cf8116eca · outbound
Self-Evolving Code-with-Image Reasoning Compare, line by line, how your successful and failing attempts compute the same quantity
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 90fdd419-1d70-4500-b4e4-4962bc06cf4e · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 59c5590a-f4ac-4e3d-88b6-03ff176dd343 · outbound
Self-Evolving Code-with-Image Reasoning add" name=
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4b3896d8-2c7c-4b06-96e6-56c296a64292 · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0a30e229-0742-40b0-acf4-ea0e2befbaa0 · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c035269e-0e57-45c6-9c76-5a6bf6d3013b · outbound
Self-Evolving Code-with-Image Reasoning SIFT is preferred for robustness against scale and rotation changes often present in crops
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6bf890d7-ec81-4995-b88a-abdbdd29fa3d · outbound
Self-Evolving Code-with-Image Reasoning For SIFT use`NORM_L2`, for ORB use`NORM_HAMMING`
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1943678e-ffb3-4ca9-b9fd-42c04c26dc2b · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7627b88f-8abf-4705-bdb0-33a2c2bfe129 · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ccf6e92d-baae-413b-97a4-1e42f123ecbe · outbound
Self-Evolving Code-with-Image Reasoning Ensure at least 4 inliers remain.,→
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4d28ba79-c46a-4152-9dcc-4117ad4b3f5f · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 74de2089-3ddc-4c3f-8dfc-81b85d4de3ad · outbound
Self-Evolving Code-with-Image Reasoning Round to nearest integer.,→
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 06e075b6-69d4-45be-af6a-2bf688b33108 · outbound
Self-Evolving Code-with-Image Reasoning Total cases: {len(cases)}
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1e5db7e4-f443-4353-8758-3bc4131033b6 · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 88d45a11-13a3-4e74-9602-89747c4a5bb9 · outbound
Self-Evolving Code-with-Image Reasoning Unresolved cited work
Reference 2026
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.