Paper Citation Record · LEDGER

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology

As of 3 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 2 inbound Pith citation observations for arXiv:2604.17503.

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

pith.paper-citation-record.v1
2604.17503 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T05:23:34.996713Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-02T06:30:47.504484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T22:51:50.698814Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

58 of 58 outbound references displayed

verified exact9
verified fuzzy16
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch31

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 011fc568-1519-4f82-a028-5cafecb99228 · outbound

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

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology EvoSkill: Automated Skill Discovery for Multi-Agent Systems

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T02:25:05.619029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation c9fe0011-09c8-4e1e-8b2c-55683cc5ac6c · outbound

This paper cites Qwen3-VL Technical Report.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Qwen3-VL Technical Report

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-05-10T05:25:55.012429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation be7b7527-8809-4344-81db-7b4364b380cf · outbound

This paper cites Qwen2.5-VL Technical Report.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Qwen2.5-VL Technical Report

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-10T05:25:54.997423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation cd2b5c88-4b2f-4e7a-80dc-f01f1a0e6102 · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T13:03:18.868992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 05827cc2-3ed3-4fdb-b456-f77fdb5b4c59 · outbound

This paper cites In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.653621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation ea5150f0-74b4-4495-80b6-474a0b4842c4 · outbound

This paper cites Skillcraft: Can llm agents learn to use tools skillfully?.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Skillcraft: Can llm agents learn to use tools skillfully?

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:55.020298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation f73a2fe1-a80b-4df6-998a-b5c623ebc263 · outbound

This paper cites Cua-skill: Develop skills for computer using agent.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Cua-skill: Develop skills for computer using agent

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:54.991603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 89831611-e488-4232-ac25-77dfae04caa7 · outbound

This paper cites arXiv preprint arXiv:2505.19591 , year=.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology arXiv preprint arXiv:2505.19591 , year=

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:55.000141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 227091d8-848b-4439-8455-ceddf7525945 · outbound

This paper cites In: Forty-first international conference on machine learning (2024) 3 18 Z.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: Forty-first international conference on machine learning (2024) 3 18 Z

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.618535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation fc501831-23f9-4c25-9a0f-ddba27de459e · outbound

This paper cites MAS: Stable Reinforcement Learning for Multi-Agent LLM Systems , author=.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology MAS: Stable Reinforcement Learning for Multi-Agent LLM Systems , author=

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:55.017872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 15d595bf-8285-4af7-b04c-edc22189e5ff · outbound

This paper cites FlowReasoner: Reinforcing Query-Level Meta-Agents.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology FlowReasoner: Reinforcing Query-Level Meta-Agents

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:54.988476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 3329f83a-9edc-4106-95ff-babce141ea29 · outbound

This paper cites L2MAC: Large Language Model Automatic Computer for Extensive Code Generation.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology L2MAC: Large Language Model Automatic Computer for Extensive Code Generation

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.022744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation aed20302-2c85-4c5a-9b94-008777beb4a5 · outbound

This paper cites In: The twelfth international conference on learning rep- resentations (2023) 1, 3.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: The twelfth international conference on learning rep- resentations (2023) 1, 3

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.620735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 8578b97f-1556-476e-9c65-68d8322de575 · outbound

This paper cites Automated Design of Agentic Systems.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Automated Design of Agentic Systems

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T08:07:55.640311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 81d7f122-cda8-4f9b-8815-8ed127deef96 · outbound

This paper cites Authorea Preprints (2025) 17.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Authorea Preprints (2025) 17

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.641032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation c6338e64-c1b8-4c15-8d7d-b622f0baa3f7 · outbound

This paper cites Self-Evolving Multi-Agent Collaboration Networks for Software Development.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Self-Evolving Multi-Agent Collaboration Networks for Software Development

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:55.002738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 2f9fc6ad-391d-4ba6-a3f5-dea3ba085440 · outbound

This paper cites Audited skill-graph self-improvement for agentic llms via verifiable rewards, experience synthesis, and continual memory.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Audited skill-graph self-improvement for agentic llms via verifiable rewards, experience synthesis, and continual memory

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.005197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation a14f651c-cc07-4e1e-9200-006a08a769e1 · outbound

This paper cites SoK: Agentic Skills -- Beyond Tool Use in LLM Agents.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology SoK: Agentic Skills -- Beyond Tool Use in LLM Agents

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T23:19:31.511605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation a80f6394-d5d2-4fac-a851-1fce1e4a06c1 · outbound

This paper cites Finance Research Letters p.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Finance Research Letters p

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.643230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation bfd1c2bd-1f9e-4aa5-bc3c-fd2c22d63d41 · outbound

This paper cites In: The Twelfth International Conference on Learning Representations (2023) 4.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: The Twelfth International Conference on Learning Representations (2023) 4

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.651620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 741f0d62-a07f-40e5-b04e-82eafcbaea1d · outbound

This paper cites Advances in Neural Information Processing Systems37, 79410–79452 (2024) 3.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Advances in Neural Information Processing Systems37, 79410–79452 (2024) 3

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.655645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 0ad98225-e38e-4451-a99a-1b787017b771 · outbound

This paper cites Agent Skill Acquisition for Large Language Models via CycleQD.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Agent Skill Acquisition for Large Language Models via CycleQD

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.037859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 2efa0e55-bdd2-4c71-8594-f9b81ceb935a · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology LLaVA-OneVision: Easy Visual Task Transfer

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.035283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 7bdbe899-b5ed-4e73-b260-5ed716a368af · outbound

This paper cites Advances in neural information processing systems36, 51991–52008 (2023) 1, 3.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Advances in neural information processing systems36, 51991–52008 (2023) 1, 3

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.636913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation b8610867-247c-453c-bb09-da944301d78d · outbound

This paper cites In: Workshop on Multi-Agent Learning and Its Opportunities in the Era of Generative AI 4.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: Workshop on Multi-Agent Learning and Its Opportunities in the Era of Generative AI 4

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.634099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 3215d7c0-5128-4512-9508-59d0bd52098b · outbound

This paper cites In: Proceedings of the 2024 conference on empirical methods in natural language processing.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: Proceedings of the 2024 conference on empirical methods in natural language processing

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.638953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 296d2d5e-e3c0-4ed2-b039-0897605c7618 · outbound

This paper cites Available: https://arxiv.org/abs/2603.04448.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Available: https://arxiv.org/abs/2603.04448

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:55.047965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 5945fcd4-fcd9-4a7f-be2b-b3a16ffb1453 · outbound

This paper cites an unresolved cited work.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-05-21T21:05:38.645394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 8bc91632-29d0-42d2-9294-a4f734087ac1 · outbound

This paper cites A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T21:05:26.036961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 2a0e4ad9-f3ea-4a3c-aa18-cee1d848c1ad · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T01:30:15.750849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation fcee088b-e7f6-4574-b284-1b2da5eb7830 · outbound

This paper cites In: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.647292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 49f307ca-3dc0-4070-bd50-775f3c15b7ea · outbound

This paper cites an unresolved cited work.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-21T21:05:38.631614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation c7e1a539-759e-4593-8722-6344d9fa1063 · outbound

This paper cites In: Proceedings of the 62nd annual meeting of the association for computational linguistics (volume 1: Long papers).

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: Proceedings of the 62nd annual meeting of the association for computational linguistics (volume 1: Long papers)

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.623056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation fc8291d5-b970-45bf-9cbd-295be8b71da0 · outbound

This paper cites Scaling Large Language Model-based Multi-Agent Collaboration.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Scaling Large Language Model-based Multi-Agent Collaboration

Reference 34

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.043016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation baaa8918-3276-45d3-9fb1-4ef917bcb32b · outbound

This paper cites Medmaslab: A unified orchestration framework for benchmarking multimodal medical multi-agent systems.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Medmaslab: A unified orchestration framework for benchmarking multimodal medical multi-agent systems

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.040525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation f4a331b1-5087-4f61-8657-e083e0933129 · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T13:11:41.345971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation ec0aa401-d30e-4be5-b430-ee254ade5c35 · outbound

This paper cites Reinforcement Learning for Self-Improving Agent with Skill Library.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Reinforcement Learning for Self-Improving Agent with Skill Library

Reference 37

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T20:05:30.615062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 8343c0c8-c51b-487f-99c0-6fb84dcd8029 · outbound

This paper cites Inducing Programmatic Skills for Agentic Tasks.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Inducing Programmatic Skills for Agentic Tasks

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.007667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation c40631fc-b3ba-4740-a1a7-117bdb59785d · outbound

This paper cites Agent Workflow Memory.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Agent Workflow Memory

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T00:51:28.546876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 31f384c3-5136-46eb-99e1-44421f312af7 · outbound

This paper cites In: First conference on language modeling (2024) 1, 3.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: First conference on language modeling (2024) 1, 3

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.649812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation fa3fba79-3da9-4225-a053-83f5efa1f75e · outbound

This paper cites SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning

Reference 41

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T11:39:12.115659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 304405c4-4950-498f-b621-ec4fbf2715b9 · outbound

This paper cites Comas: Co-evolving multi-agent systems via interaction rewards.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Comas: Co-evolving multi-agent systems via interaction rewards

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.079065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation e4eca78a-1271-4609-a9c7-5e6b7592b406 · outbound

This paper cites Autoskill: Experience-driven lifelong learning via skill self-evolution.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Autoskill: Experience-driven lifelong learning via skill self-evolution

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.063030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 8b36887b-444a-458f-80d1-4d59c09ac065 · outbound

This paper cites The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-06-08T02:03:55.088792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation a3ed04af-0626-47af-aad6-b5d4b6bd2730 · outbound

This paper cites Dual Latent Memory for Visual Multi-agent System.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Dual Latent Memory for Visual Multi-agent System

Reference 45

Resolution: metadata mismatch; arxiv_id, observed 2026-06-08T02:03:51.273031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 569eac1a-ff00-46f5-87c8-1a87a6053f3d · outbound

This paper cites InAdvances in Neural Information Processing Systems, volume 36, pages 11809–11822.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology InAdvances in Neural Information Processing Systems, volume 36, pages 11809–11822

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.060542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation afb18f30-7d40-4056-aa27-ea6c0f442154 · outbound

This paper cites Vismem: Latent vision memory unlocks potential of vision-language models.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology Vismem: Latent vision memory unlocks potential of vision-language models

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.076098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 7c10bf00-ef39-4588-8cb7-0e40314a9661 · outbound

This paper cites arXiv preprint arXiv:2509.21789 (2025).

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology arXiv preprint arXiv:2509.21789 (2025)

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:55.050469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 39555cfe-9f4a-4281-a275-5a2ca92b378e · outbound

This paper cites In: NeurIPS 2025 Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning 4.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: NeurIPS 2025 Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning 4

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.629821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 30e8833b-39dc-4283-9a42-dfd4416a8f16 · outbound

This paper cites G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.052963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation ac3a3b24-8f9b-4982-9bb2-2369ccda2c2f · outbound

This paper cites MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents

Reference 51

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T09:10:22.017517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 5d57f545-2bd4-4c59-bd03-d8147f235963 · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology AFlow: Automating Agentic Workflow Generation

Reference 52

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T03:10:57.950228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 79291599-9f44-4354-95a3-881150175990 · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.627736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 075744f2-5520-4f70-9f6a-03b3e47e77e4 · outbound

This paper cites SkillRouter: Skill Routing for LLM Agents at Scale.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology SkillRouter: Skill Routing for LLM Agents at Scale

Reference 54

Resolution: metadata mismatch; arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 3395081c-6249-4ea7-949a-5a2e71853db8 · outbound

This paper cites arXiv preprint arXiv:2502.02533 , year=.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology arXiv preprint arXiv:2502.02533 , year=

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:55.058066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 29427660-437a-4958-8b5b-37742c427941 · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 56

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:55.089575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation ab0a5aef-7b3d-4618-8ce0-1a05638041fe · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 57

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T13:41:08.498970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 2ada6d79-ad4b-48f1-9d35-c7594e0b3426 · outbound

This paper cites In: Forty-first International Conference on Machine Learning (2024) 2, 3.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology In: Forty-first International Conference on Machine Learning (2024) 2, 3

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T21:05:38.625254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Pith citing papers

Observation 4fd9881f-2d62-4057-a49b-5270f4adba05 · inbound

Dynamic Agent Skills: A Lifecycle Survey and Taxonomy of Evolving Skill Libraries cites this paper.

Dynamic Agent Skills: A Lifecycle Survey and Taxonomy of Evolving Skill Libraries SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-14T14:13:05.342181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65771412-e5ca-4f36-b0cf-d731e6a2df5a · inbound

From Scoring to Acting: Outcome-Verified Comparative Self-Distillation for LLM Agents cites this paper.

From Scoring to Acting: Outcome-Verified Comparative Self-Distillation for LLM Agents SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-31T22:51:50.698814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.