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Paper Citation Record · LEDGER

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web

As of 6 August 2026, this Paper Citation Record lists 100 of 103 outbound references and 3 inbound Pith citation observations for arXiv:2604.02334.

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

pith.paper-citation-record.v1
2604.02334 v1

Coverage vector

measured 100 of 103 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T13:19:07.715653Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T06:15:29.120280Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-30T07:24:22.553808Z

Reference resolution

100 of 103 outbound references displayed

  • verified exact19
  • verified fuzzy73
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 68d4d85e-732e-409c-bb75-489728f34aa6 · outbound

This paper cites Relational inductive biases, deep learning, and graph networks.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Relational inductive biases, deep learning, and graph networks

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.955873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:722623a1f0ccafed7c5e0bee40c12f595bae1b22aabbc031d9d03c24eb34ce5d

Observation 1829a9bd-59e3-4eee-9269-982ec689f061 · outbound

This paper cites & Macready, W.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web & Macready, W

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.436814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:bef30f05d179408dcdfb81e16f6679b224ef77f975deaf03fb2fb58c28e9c76d

Observation 7dee24ef-37d4-49b9-acc0-c88fc48a27a6 · outbound

This paper cites No free lunch theorem: A review.Approximation and optimization: Algorithms, complexity and applications, pages 57–82.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web No free lunch theorem: A review.Approximation and optimization: Algorithms, complexity and applications, pages 57–82

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.554569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:f84ae78a7b37d72a3c8c9c076d9a9c8232afa9fe595c91b857ba1e4f81ce61c7

Observation a96739e0-086e-40f7-988f-77184004f7db · outbound

This paper cites MIT Press, Cambridge, MA.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MIT Press, Cambridge, MA

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.561455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:52f37c4bf2a586ba182495f00d3c7f4621d6968a0b6f2d9c6f0150c9b07f5949

Observation f7d98b14-0281-459a-b9ad-279f68282f03 · outbound

This paper cites Collective intelligence for deep learning: A survey of recent devel- opments.Collective Intelligence, 1(1):26339137221114874.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Collective intelligence for deep learning: A survey of recent devel- opments.Collective Intelligence, 1(1):26339137221114874

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.554251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:e527dbb12075bbbfdf333d0082f52f996854ed4b4dc968beb79b50ac072937ae

Observation 18ef9e72-7f59-43cd-9691-bdf377c53da2 · outbound

This paper cites Magent: A many-agent reinforcement learning platform for artificial collective intelligence.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Magent: A many-agent reinforcement learning platform for artificial collective intelligence

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.576344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:c8abcc4c61dda89d8e0eb897db386fbb1fd902312da48e7a750ae4c17fac7b18

Observation 89500781-4e66-4b05-a492-6e9a89b28d5d · outbound

This paper cites Penguin.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Penguin

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.566735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:3f2c97d46071332af4d29cf23b6896abddba4d34e49314350aa65f5b6672e9bf

Observation 02b0cc7a-75c6-4a8f-86ef-b77d72461e3d · outbound

This paper cites LLM-based multi- agent systems: Techniques and business perspectives.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web LLM-based multi- agent systems: Techniques and business perspectives

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.557397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:f82fa9c8fe8a8a9cdb7bef5758d5a60e34f950f094a84c088136825723ea39c9

Observation 476590e1-a500-4e1f-88c5-6523250fc187 · outbound

This paper cites Agentic web: Weaving the next web with AI agents.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Agentic web: Weaving the next web with AI agents

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.573708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:429a12178e8076bb2e2ce84bca48165ff02e2ef7aa9019ef20777eda08cc8bb0

Observation aca425b6-9117-4e96-a021-9d9733debf8b · outbound

This paper cites A survey on large language model based autonomous agents.Frontiers of Computer Science, 18(6):186345.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web A survey on large language model based autonomous agents.Frontiers of Computer Science, 18(6):186345

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.564249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:09b7e32ac2a1b56197cbf6954748a9a9763d9779719b51c8ba9c637569825661

Observation 26877654-2fdf-466d-9fc1-0bbd618f4f1f · outbound

This paper cites GPT-4 Technical Report.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web GPT-4 Technical Report

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.951819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:585c7233e8fbdff15952f9dfab4d75077b304ecfd9edc6ddab189f0444add82f

Observation 5e5e0295-f035-4c01-b4a7-d51d7ef37c79 · outbound

This paper cites Claude docs.https://platform.claude.com/docs/en/home.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Claude docs.https://platform.claude.com/docs/en/home

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.570638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:35d4e4e322b6934dd416a863dc01743738bfa8e964cb79518d62069b8088687d

Observation bbf3d20d-9019-4016-9794-bb3e50f57c65 · outbound

This paper cites AutoGPT.https://github.com/Significant-Gravitas/AutoGPT.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web AutoGPT.https://github.com/Significant-Gravitas/AutoGPT

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.559308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:d2fa5bef35c48e2ad5e9a585627a0e8bcde916283fff8181e31a592c2599c188

Observation 88003c8d-0482-4789-8bbf-cc3f7b949536 · outbound

This paper cites LangChain.https://github.com/langchain-ai/langchain.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web LangChain.https://github.com/langchain-ai/langchain

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.444522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:0e7637da41569d40e597791414816ca72f0937caf8b5c384afd2a9482d404c0b

Observation aacb3145-2d2a-44c8-abf2-5df7df0b3c6e · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.906817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:08542651835de742f62f162edfd68169fe06b1459504e6df1e80cdbfe30bba69

Observation 69a9bf41-27ff-445a-a8d5-c89b611b0555 · outbound

This paper cites Chatdev: Communicative agents for software development.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Chatdev: Communicative agents for software development

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.442615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:40381b497d24e5c79856c0fd199668afa2295a6bb8f199586952abe0c426b5a9

Observation 82500e82-1110-4a9a-95d6-b07077400cc3 · outbound

This paper cites Swarm.https://github.com/openai/swarm.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Swarm.https://github.com/openai/swarm

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.440694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:6a4f20b417d732f96141fd6e412e0793437cd90ae4013e79850809b84492e009

Observation e51162c1-293e-4088-8708-21473a338301 · outbound

This paper cites AutoGen: Enabling next-gen LLM applications via multi-agent conversation.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web AutoGen: Enabling next-gen LLM applications via multi-agent conversation

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.438358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:550725db4eecada2b70a5abde5f6ec874c9fe6e8016bae2bdcbbc5f076b265c4

Observation 42ee6ebc-ef2c-4135-b2d1-a84a1cd64c77 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.938762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:2e62df815be17f96a2a6aa4841fa3782227fd849bd5f08825a8be00894d21f3d

Observation 4f258319-ad8c-4062-853e-84e118526b43 · outbound

This paper cites Architecting the Internet of AI Agents.https://projectnanda.org/#/.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Architecting the Internet of AI Agents.https://projectnanda.org/#/

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.436114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:a1c655dbfcba69edd7920e9b7952d4d4757879a36ae503b63b24f5468eb9f242

Observation c55c5576-8e52-4780-86ef-a811c5d96185 · outbound

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

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Scaling Large Language Model-based Multi-Agent Collaboration

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T13:20:57.944846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:5b801df9893267851c04cfe338e8c0577da21421480cdb742082de2a27b20701

Observation 904e7eaa-2c6c-4ce4-8a6a-667ce16c8d98 · outbound

This paper cites Towards a Science of Scaling Agent Systems.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Towards a Science of Scaling Agent Systems

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.920236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:09deb84c68bc48a5cbd8f035bda4d51f65f3cf3662cf364aa59355172e4a41c4

Observation 2b938cd5-31a5-4286-8ea5-e8d84c095812 · outbound

This paper cites The Agentic Economy.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web The Agentic Economy

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T13:20:57.948496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:7b55e54308493c438dcc1e69b6d123e6a5534822ef9309f3c1ffae0f62a7746a

Observation 6bbc1aa7-9930-4721-8830-ee57b756eefa · outbound

This paper cites Agent2Agent (A2A) Protocol.https://a2a-protocol.org/latest.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Agent2Agent (A2A) Protocol.https://a2a-protocol.org/latest

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.534291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:007a7b016c877169a10ea6fa5ec35f6cb97d7a0fe48d0652e454db2b3367cbc4

Observation e67ca16e-0b2d-4bed-88a6-423a44043b02 · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web ReAct: Synergizing reasoning and acting in language models

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.531840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:847592868d6723443c8e194dbfaff643e35b2e5f4d9452058062eb37fd2262db

Observation e359fc7d-fa51-48d9-acd2-4ce426450076 · outbound

This paper cites MCPZoo: A large-scale dataset of runnable model context protocol servers for AI agent.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MCPZoo: A large-scale dataset of runnable model context protocol servers for AI agent

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.907965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:86f64c8a554742052fb0afbbbaed3fe7e3b0f9669e89e5c9021203745867f7ef

Observation d3411060-8a83-47af-9070-e0791ba3ff1e · outbound

This paper cites an unresolved cited work.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-16T13:20:58.529174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:0617cd54f78345e1ce1c6540e6eacc0d8e7e21b678bb914772ed8478e50b3c12

Observation a1100ced-9b79-4ca4-b4af-d2ed83837627 · outbound

This paper cites title =.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web title =

Reference 28

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T13:20:57.432243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:83318d22fca555d70effa7bc36837fc0563ab1d8844fea506e514f71dfa8efc6

Observation 55275c46-463f-47e4-aee1-7fecdc8b41ba · outbound

This paper cites From ranknet to lambdarank to lambdamart: An overview.Learning, 11(23-581):81.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web From ranknet to lambdarank to lambdamart: An overview.Learning, 11(23-581):81

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.527128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:b71db1a83d8082ee001fcde46ea4e11e95aaf413750f4658b7169c68f1abe49b

Observation 91f3135d-cf5e-4737-a4ca-075a72c3e103 · outbound

This paper cites An agent ecosystem with task-driven hierarchical evolving reasoners catalyzing proof of intelligence.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web An agent ecosystem with task-driven hierarchical evolving reasoners catalyzing proof of intelligence

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.524622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:52d26dc717ea611bcd71260ec2907779b0ea109ae046e13775f024d6a06307f9

Observation 1965676f-577e-4df5-92bc-33d137b7424e · outbound

This paper cites Algorithm AS 136: A k-means clustering algorithm.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Algorithm AS 136: A k-means clustering algorithm

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.522305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:5ec3a2c707145c49ad49c44dd7bd16a41167ef47601bdc0429d95fe0f2ae15de

Observation ff779378-6cde-4094-a915-9afd13825478 · outbound

This paper cites Demystifying evals for ai agents.https://www.anthropic.com/engineering/de mystifying-evals-for-ai-agents.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Demystifying evals for ai agents.https://www.anthropic.com/engineering/de mystifying-evals-for-ai-agents

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.520115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:d1a3ecb5738ea9eca4ab27ac606a31e180fb118571ede5d7d6c1aedf4489a122

Observation 19266d58-9fba-4c5b-a1d5-60c655acfd2f · outbound

This paper cites The sybil attack.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web The sybil attack

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.518020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:16e7942b81509723dd7c64784e2677f2854d3908cdf259a4e61486aa130f7f73

Observation e2b16d7f-f12a-4a0c-b6fa-816859579fbc · outbound

This paper cites Sybilproof reputation mechanisms.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Sybilproof reputation mechanisms

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.516089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:b3cd1d7c6e1cdaf02df0d5d9814118aaad8627e91ca751cca2ca3869d8b3878a

Observation 40989821-1244-4d94-9eb6-631434497a51 · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Generative agents: Interactive simulacra of human behavior

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.513982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:b7fc26095a0ba05a59712ade828ddb8c33cc0f008e36f6f9e14d92b3ecf3cfca

Observation 00810258-7762-4dc5-b61c-2ecb3a95a4f8 · outbound

This paper cites SoDA: An efficient interaction paradigm for the agentic web.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web SoDA: An efficient interaction paradigm for the agentic web

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.899736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:65b803a6338141161b5519607d089eb0ca623692aa0d8de036bfd01c53b1f210

Observation da056b69-54ac-4304-8a9c-54bad4205d8f · outbound

This paper cites Evaluating Large Language Models in Theory of Mind Tasks.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Evaluating Large Language Models in Theory of Mind Tasks

Reference 37

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T13:20:57.917204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:d846d70e3ef27896551ac53486b101916393fb73d3887a1fb18caddef20e83a6

Observation eb8e8700-1e50-4ff7-a469-83c00426a5c0 · outbound

This paper cites The rise and potential of large language model based agents: A survey.Science China Information Sciences, 68(2):121101.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web The rise and potential of large language model based agents: A survey.Science China Information Sciences, 68(2):121101

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.511748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:7b826cf3de3aa5c0441006facfea24420e68e26e7fff4849aec0deda17d3c9d8

Observation 5ee44d6b-2f89-469e-b24d-f1374be1887d · outbound

This paper cites EnvX: Agentize Everything with Agentic AI.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web EnvX: Agentize Everything with Agentic AI

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.885444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:9ca1dfb9e53eba0a613442f201af3b4e9bf7fc78c33944ab8b527e4458c3619c

Observation b31246e8-fd8b-4644-a6a6-55cf83966893 · outbound

This paper cites Automated creation and enrichment framework for improved invocation of enterprise APIs as tools.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Automated creation and enrichment framework for improved invocation of enterprise APIs as tools

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.894199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:928f8b687db12f39669131475c6a3843ca7ee4809f9f9363ac02abaa87b17811

Observation d763924f-33d8-4723-a6c5-b24b6aef1eea · outbound

This paper cites Memory in the age of AI agents.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Memory in the age of AI agents

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.509463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:22cb7e3e6086378e9d0a18a9f60aea1d712fc7b75b3d7efcd15f5553b0b72837

Observation edfd2000-20c7-4cda-87d9-4d5f2baab2a2 · outbound

This paper cites Memory in the Age of AI Agents.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Memory in the Age of AI Agents

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.879479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:a7ffd413122690bf1f1fbe30217e592961ca54c1e125d897a2c719074d5624f7

Observation ba781f02-4872-441e-8bd1-a904c3ae1609 · outbound

This paper cites Memp: Exploring Agent Procedural Memory.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Memp: Exploring Agent Procedural Memory

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.882955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:5441e9d5a3bbe9baa0b4148161b35ca3201cc32bc4ec9c59eca54d41c04a9cac

Observation 72cd160e-8252-452e-8da2-e842f23390e7 · outbound

This paper cites MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-17T14:49:05.169764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:2a0195cd2f266218f55185fab5b8dc326c336c52e502493f7aa58f7b2bee3cf8

Observation 76a5e6c2-d75b-40a2-9c58-cd3e885304cc · outbound

This paper cites Narwhal and Tusk: a DAG-based mempool and efficient BFT consensus.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Narwhal and Tusk: a DAG-based mempool and efficient BFT consensus

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.507460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:744c17a590a81a374c099613f2cb2e0240cd9abe67955d9a9516e51f786b493c

Observation 22f8bf16-3617-4bd9-9ecd-ac95b90bac11 · outbound

This paper cites SoK: DAG-based blockchain systems.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web SoK: DAG-based blockchain systems

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.549188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:e02c316bd0c59d1321696c64f33cd2d772d3bbec1d17b75f94098c210db66b54

Observation 8b4f52be-f2cc-41d4-a19b-088c5f7a5da6 · outbound

This paper cites The Bitcoin Lightning network: Scalable off-chain instant payments, version 0.5.9.2.https://lightning.network/lightning-network-paper.pdf.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web The Bitcoin Lightning network: Scalable off-chain instant payments, version 0.5.9.2.https://lightning.network/lightning-network-paper.pdf

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.547034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:448d4f1eff3b225de6084ee449d65605387b4a3fd7791dbe390b65640f918c73

Observation 62fb4e14-bf95-4171-8ed6-ea2f4a17616d · outbound

This paper cites 18.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web 18

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.544663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:3d6a088ab8c372d7424a9c5f3e5a9e2cf5aeee922f416a85f99e0862e05e142e

Observation 323a1538-9383-4aee-8d41-ffadca49f0bf · outbound

This paper cites SoK: Layer-two blockchain protocols.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web SoK: Layer-two blockchain protocols

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.542406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:958364644f045974ec1ecaa45e001e12ff2eae400c096a7fcb5bf62868673fab

Observation 54ef097b-7383-4c91-a53d-4cdcae9c3bac · outbound

This paper cites Settling payments fast and private: Efficient decentralized routing for path-based transactions.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Settling payments fast and private: Efficient decentralized routing for path-based transactions

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.540425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:d515d9201154771452befa06e20ab03cf9dc6f1da6cded595dccf7d1a84628ba

Observation 20183a3e-7fee-4afc-bb6e-5d66629ddc6e · outbound

This paper cites Flash: Efficient dynamic routing for offchain networks.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Flash: Efficient dynamic routing for offchain networks

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.538272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:b97a1cc9d7cc3886606c51f8373b13de7a0344711452b6b93f6def73b47a0f51

Observation 913162d2-5806-4d45-868c-4427c8fc89c8 · outbound

This paper cites Anonymous multi-hop locks for blockchain scalability and interoperability.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Anonymous multi-hop locks for blockchain scalability and interoperability

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.535728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:9bc4f5655c703453ab7dfc26ed1d725059bac03ff56f4fce67b9f650c749d289

Observation 6aec699b-8134-43ca-81a0-35adc6740729 · outbound

This paper cites an unresolved cited work.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-05-16T13:20:58.532922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:55aef8464f49674b46af1b8dea1a4280c8e9fdf4907b7b83a83de8067e057a8a

Observation e1dc3808-be8f-4c18-a910-922712b70a41 · outbound

This paper cites A pragmatic introduction to secure multi-party computation.Found.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web A pragmatic introduction to secure multi-party computation.Found

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.530891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:84f8373229ade723ef8e4ea184342cc438d5152e748c8bf4d7afcd3d1a660280

Observation 556dc911-d591-4ab5-a114-918b19101268 · outbound

This paper cites FRIDA:dataavailabilitysampling from FRI.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web FRIDA:dataavailabilitysampling from FRI

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.528211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:901a30f3f38b739d08513d50d3482cc2ad0ef568f4acde9c86999d4328cf9bb4

Observation 50b767d8-4b3a-47fc-8728-7cdae0ce74e8 · outbound

This paper cites MD- ML: super fast privacy-preserving machine learning for malicious security with a dishonest majority.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MD- ML: super fast privacy-preserving machine learning for malicious security with a dishonest majority

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.525913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:b82811df476428056b2a04ba1524512f857ee7c4ea5ef00456c5eb3fd8b48119

Observation b830c2b8-0c01-40a4-9620-89db025e6e93 · outbound

This paper cites SHAFT:secure, handy, accurateandfasttransformer inference.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web SHAFT:secure, handy, accurateandfasttransformer inference

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.523500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:2d112c1eb72623e2e30dd8ff75fff2df4d78df18060b854c72760c9318216208

Observation b2e87156-8324-496f-a0ef-4ea51ad6bc94 · outbound

This paper cites Mosformer: Maliciously secure three-party inference framework for large transformers.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Mosformer: Maliciously secure three-party inference framework for large transformers

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.521404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:8a740f6c52e89b38e99313e8764e2ec90f2ed5ee59b74d0601aa2c36493d8d09

Observation 95e6b7a0-d0d4-4414-b826-73b278359c58 · outbound

This paper cites Scalable zero-knowledge proofs for non-linear functions in machine learning.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Scalable zero-knowledge proofs for non-linear functions in machine learning

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.519059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:8342bb633bc1fef2be12ee08249169e4f3c3086d6dd2fdf60ed147ad36876fc5

Observation 88c84c43-5e8d-4c6d-9c3a-3790b570d341 · outbound

This paper cites zkLLM: Zero knowledge proofs for large language models.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web zkLLM: Zero knowledge proofs for large language models

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.516934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:3d1b00230da7f592ef61c87ee23aef402eedb703edc81ac8dfbf747910b76d08

Observation 09527ed8-c9f5-4a01-995b-320ffa38c332 · outbound

This paper cites an unresolved cited work.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-16T13:20:58.514835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:92d08887984655e80cd50a305712e09ec655711cf31286a7d46681d945e56fce

Observation 0e340012-6a72-4fd1-b021-3961f7b8df06 · outbound

This paper cites Chi, Quoc V.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Chi, Quoc V

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.513004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:640bd09c3fafde94a4a779e0e0305c2711a0ef7f7a178dec02324a914565bf78

Observation 832a53b9-87a1-4e58-8c68-fed00cf5fe2d · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539– 68551

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.510770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:5785fd658638dc69861453e9f0fa4c3429b81d33f399b30c6bc726cb11962cfc

Observation f0e9633c-b5a4-482e-8ce6-43da3e56d8cf · outbound

This paper cites Gorilla: Large language model connected with massive apis.Advances in Neural Information Processing Systems, 37: 126544–126565.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Gorilla: Large language model connected with massive apis.Advances in Neural Information Processing Systems, 37: 126544–126565

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.508604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:818a5720d9526f0546e1123c7e59a59fbe8aa0cccbfd232f530b92e04428e9a2

Observation a89fdf97-2d46-49e0-9bb8-aa0453c79925 · outbound

This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.506678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:df2dde8f6901721561fb12dfbc4325d06cf2100a898b5067b549873894facd13

Observation 1313a5bd-f20d-4fad-9d02-4cd14682da6e · outbound

This paper cites ToolLLM: Facilitating large language models to master 16000+ real-world APIs.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web ToolLLM: Facilitating large language models to master 16000+ real-world APIs

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.504294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:402ea14d74a625e4e3ba6538bd927322d98d4bbd06dc833fb735d030452082be

Observation 2fb2c02b-f6ec-41e9-aa97-269d30b734b2 · outbound

This paper cites MemGPT: Towards LLMs as operating systems.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MemGPT: Towards LLMs as operating systems

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.502043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:fe90f3196c28d45854f9ae7922268ed5947e28a42299c4933980dd5c32a444d3

Observation ac990153-839d-42c0-b20e-bf53db172d3c · outbound

This paper cites Re- flexion: Language agents with verbal reinforcement learning.Advances in Neural Information Processing Systems, 36:8634–8652.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Re- flexion: Language agents with verbal reinforcement learning.Advances in Neural Information Processing Systems, 36:8634–8652

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.499692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:269f921114ce3f870b1561160fc29444a55fe9d387df9c402790e000da7f5e8f

Observation e9e76a5b-3620-4703-bc85-fb8b6a675aa8 · outbound

This paper cites Voyager: An open-ended embodied agent with large language models.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Voyager: An open-ended embodied agent with large language models

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.497470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:269868335c2fcbbef13fedef0cba6f79ae8fb2e06af61fc68b435bf761ca931a

Observation a7b3e379-1f4f-47a1-9195-538892610373 · outbound

This paper cites Rolellm: Benchmarking, eliciting, and enhancing role-playing abilities of large language models.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Rolellm: Benchmarking, eliciting, and enhancing role-playing abilities of large language models

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.495183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:4374105c7cd0061088d32cf1ed8e6b2fa496c595448ff8934ebdca5626746cad

Observation 892eb9ac-7537-40a8-a65d-7617ac4119b8 · outbound

This paper cites Camel: Communicative agents for" mind" exploration of large language model society.Advances in Neural Information Processing Systems, 36:51991–52008.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Camel: Communicative agents for" mind" exploration of large language model society.Advances in Neural Information Processing Systems, 36:51991–52008

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.493323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:34de472191c21de272d067b04b85ccb3ed55203b9a03b330a1e60c0a26babeb9

Observation 56ffbec4-7573-4b0b-bf1e-fe37cf175e6c · outbound

This paper cites Toward a Safe Internet of Agents.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Toward a Safe Internet of Agents

Reference 72

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.941576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:da3b167ba167a660ac07eb7201caa79e66b61572488ada206cb919e2dfe7c6b3

Observation aba2dfa9-7063-4eb1-9581-133bd7c8457a · outbound

This paper cites AgentVerse: Facilitating multi-agent collaboration and exploring emergent behaviors.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web AgentVerse: Facilitating multi-agent collaboration and exploring emergent behaviors

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.491036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:52716cb2c48eafa485c4e1693b356471c27da21a4ea50c0bda398d694423dc38

Observation e5712ee9-eb46-4dd7-acff-a27bf75013fd · outbound

This paper cites DyFlow: Dynamic workflow framework for agentic reasoning.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web DyFlow: Dynamic workflow framework for agentic reasoning

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.489122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:17560c6411ae0aac5501ba948ff920ee7c53d1edfbc44be24f2617b0c5d6946b

Observation a42f777f-0a12-4e67-9e0e-efb497dbdbfd · outbound

This paper cites Multi- agent collaboration via evolving orchestration.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Multi- agent collaboration via evolving orchestration

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.486659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:b33a9076fd3dc5e9f05807d44c92e0d8ff8056cf6d438e457082dbf0ccec1177

Observation a6cfa044-9509-476a-b10a-ffea57cf066b · outbound

This paper cites AgentNet: Decentralized evolutionary coordination for LLM-based multi-agent systems.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web AgentNet: Decentralized evolutionary coordination for LLM-based multi-agent systems

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.484590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:67358a9526e4d391f73af15d8cd3742550a6c622b953ee6e367a3c1b6d9a8557

Observation 45da7c3d-49ae-420a-bf2d-b733dba8c81c · outbound

This paper cites Assemble your crew: Automatic multi-agent communication topology design via autoregressive graph generation.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Assemble your crew: Automatic multi-agent communication topology design via autoregressive graph generation

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.482691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:9ad893a017d9f052db98b27b563cce287f62b4d4e4e9fd8a4c0246e043f4ad07

Observation e7134546-2578-4084-97ea-dc9ef0e2e57b · outbound

This paper cites Latent collabo- ration in multi-agent systems.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Latent collabo- ration in multi-agent systems

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.480684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:ca5d0a9be771543289860d6a3cc43914e06b6cac475d5c52e925d23621b9ee4d

Observation 85b7ef23-9d89-4304-b38b-70eb7956b5ae · outbound

This paper cites MasRouter: Learning to route LLMs for multi-agent systems.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MasRouter: Learning to route LLMs for multi-agent systems

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.478886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:a21a81ec21f8347e39cbe5438dd7c0b69220cf2c82c8a2c543c85a8c4b729981

Observation cd6fcb0a-d3ef-4e68-a9fb-56570aa4faa9 · outbound

This paper cites AgentRouter: A knowledge-graph-guided LLM router for collaborative multi-agent question answering.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web AgentRouter: A knowledge-graph-guided LLM router for collaborative multi-agent question answering

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.477031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:96de90acafd010b6c51c7da585fe610c70e7e749c83fca4011547394119814a2

Observation 1fed54ad-14db-4d8c-98c5-bd14073f6207 · outbound

This paper cites Optimal-agent-selection: State-aware routing framework for efficient multi-agent collabo- ration.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Optimal-agent-selection: State-aware routing framework for efficient multi-agent collabo- ration

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.474621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:115dd1cbfd2d7517acab93f601f03c8d8cd922d89fd164e74f9009b03ba170ae

Observation 7499635a-a876-4e22-929f-afda40010c43 · outbound

This paper cites Towards generalized routing: Model and agent orchestration for adaptive and efficient inference.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Towards generalized routing: Model and agent orchestration for adaptive and efficient inference

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.472304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:e17cffeadb1b7b1f62fd394fcc6524d6aac9f339e545e1007edab7f8fa8b033c

Observation 59805486-06a4-418f-8a6f-52e7c4e701d8 · outbound

This paper cites ICL-Router: In-context learned model representations for LLM routing.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web ICL-Router: In-context learned model representations for LLM routing

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.470184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:375d8da462f4194bacd27174fc729c2ac1d03edd7060f636aa8f5864939a7f6b

Observation aff535e8-4281-4cee-b581-2a9ccca8dbdd · outbound

This paper cites Mixture-of-agents enhances large language model capabilities.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Mixture-of-agents enhances large language model capabilities

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.468169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:f957ddbcb717b20d3cd8d43bf26fdaad3c40324cc14a812f0e2dae4a642cfcdf

Observation 2396442d-5d32-468b-b90b-93700069128a · outbound

This paper cites The avengers: A simple recipe for uniting smaller language models to challenge proprietary giants.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web The avengers: A simple recipe for uniting smaller language models to challenge proprietary giants

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.466213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:0a19ea9b98607c18e16c09c2b4e3858c4feac711f0d081d180dd1890079df499

Observation a75af19f-293d-45f2-821d-ee6152288a1f · outbound

This paper cites MultiAgentBench: Evaluating the collaboration and competition of LLM agents.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MultiAgentBench: Evaluating the collaboration and competition of LLM agents

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.464339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:c7dba2eed6e7285d8fbe59043b7556f3ad47d1eb55d338b8e0a586b641cb24dd

Observation b8ae1cd3-1dde-4953-886c-df854fd1e396 · outbound

This paper cites CRAB: Cross-environment agent benchmark for multimodal language model agents.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web CRAB: Cross-environment agent benchmark for multimodal language model agents

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.462355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:b0d4d1bbbee276bbc127023547cfde17d5e75a4be8e04b62f2ed7cb2ff4f425d

Observation 9f85f099-0111-4a3b-8922-1500d0fb4ae4 · outbound

This paper cites Internet of agents: Weaving a web of heteroge- neous agents for collaborative intelligence.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Internet of agents: Weaving a web of heteroge- neous agents for collaborative intelligence

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.460442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:eb1d9a1f3cd697351ed551f07e1fdab32a3fa4f96f9c717b26d460e0079bed79

Observation a37a0f05-06a5-4c38-944a-a04ffcbdae2a · outbound

This paper cites Griffiths, Yuan Cao, and Karthik Narasimhan.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Griffiths, Yuan Cao, and Karthik Narasimhan

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.458437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:f2e5f1468348d8f4a6afbd67eba4a29ba705b1930b884dbff0a56fce9a8c8f5f

Observation 1dd7b81b-bdd0-4141-954b-721ab27d056e · outbound

This paper cites Plan-and-Act: Improving planning of agents for long-horizon tasks.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Plan-and-Act: Improving planning of agents for long-horizon tasks

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.456620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:6d8b3dec07ca6becf4cf38c72cfaca633a9828e100e2d812f7e0038403282f64

Observation 3c352ddd-6bcd-46cb-8720-948d17b98451 · outbound

This paper cites Reactree: Hierarchical task planning with dynamic tree expansion using llm agent nodes.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Reactree: Hierarchical task planning with dynamic tree expansion using llm agent nodes

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.454588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:3a96cd83dc40346b77ec0e51f1ec480e5516a23fadb2dd0ad7e29b9b90b5abd2

Observation 26aa9643-9abb-4a55-9900-f4d8606f149b · outbound

This paper cites LLaMAR: Long-Horizon Planning for Multi-Agent Robots in Partially Observable Environments.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web LLaMAR: Long-Horizon Planning for Multi-Agent Robots in Partially Observable Environments

Reference 92

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T13:20:57.890670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:36505340e3d3189a98b6457adca39dc59e5f3f671a386e06bb761114ab85996e

Observation fddb74b0-a792-45a7-8684-1d3a3cc7442c · outbound

This paper cites Model Context Protocol (MCP).

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Model Context Protocol (MCP)

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.452573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:0ef4b78d04ca8af3f51f37ed1b6a2e7a6bc2dee3e0cd0790c4eb7527af6dcb75

Observation 6003d5b3-c4f3-4364-9883-5d72ade9be67 · outbound

This paper cites A Survey of AI Agent Protocols.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web A Survey of AI Agent Protocols

Reference 94

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.926306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:a5773a43650fe29fbe073c5de22202931edff8b2bd22cd1d03d81b04bac4df84

Observation 42e790d2-fc77-4173-9ec6-56ea5eb9f0ed · outbound

This paper cites MIRIX: Multi-Agent Memory System for LLM-Based Agents.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web MIRIX: Multi-Agent Memory System for LLM-Based Agents

Reference 95

Resolution
verified exact
local_arxiv, observed 2026-05-16T13:20:57.910592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:8cc79757738fd53fa7991f11a37095f7cb6bf3fbc96edf53e325fea1d0e451a9

Observation 527d5f37-3a15-44ef-b66b-181a165256bc · outbound

This paper cites AIOS: LLM Agent Operating System.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web AIOS: LLM Agent Operating System

Reference 96

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.935543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:81bbf048a7c8fd3dbb25afb5d4ed1924ab4700cf974afc91f98134987a32c944

Observation 6a7f4335-b626-40af-829e-757288d2fc36 · outbound

This paper cites The hardware lottery.Communications of the ACM, 64(12):58–65.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web The hardware lottery.Communications of the ACM, 64(12):58–65

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.450663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:bebee19a45c7bb9958f6f25425d50d61dcd27ccaa3a1b1413d232b7ebb40d088

Observation e144032d-b316-42dd-8ccd-575098a4ca68 · outbound

This paper cites When intelligence overloads infrastructure: A forecast model for ai-driven bottlenecks.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web When intelligence overloads infrastructure: A forecast model for ai-driven bottlenecks

Reference 98

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.914014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:b7b361cb1acb2152230e9822a6105e064c976eb9d6a220d6affbbf8b94369a27

Observation 20e2b975-532f-43b3-94d5-35ed688ba659 · outbound

This paper cites Agent Exchange: Shaping the Future of AI Agent Economics.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Agent Exchange: Shaping the Future of AI Agent Economics

Reference 99

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:20:57.929267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:f468145a1a906f03f7efb5d4aa55b56e84b37cfcd0dd3fdf46de0dedf0d8cc42

Observation d110c173-5bdc-497f-8b23-7d1f91004b60 · outbound

This paper cites Agent Payments Protocol (AP2).https://github.com/google-agentic-commerce/ AP2.

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web Agent Payments Protocol (AP2).https://github.com/google-agentic-commerce/ AP2

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T13:20:58.448738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-16T13:19:07.715653Z digest=sha256:3fd7c41652c7481113a1c15edd4c1ea90b6522184b5463fc8cfcc456af98afd2

Pith citing papers

Observation 6ee2af29-ac83-48b7-9273-09504d24cf81 · inbound

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering cites this paper.

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web

Reference 102

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:20:59.560281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-10T17:40:14.733882Z digest=sha256:d06825714aa44f0c9c91eeecc8ec7f7141be02ce262cef671875cd3264246da0

Observation 9d60872d-095b-404f-89b7-87bdfd1898d0 · inbound

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory cites this paper.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:13:40.500577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:11:15.761831Z digest=sha256:7ecd23c85ffe5aadfd6c5528a11e44ef40a1ee0625fe21ad88c9867250786be3

Observation 712dab53-612e-44f7-9e32-7c525237f5bb · inbound

Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration cites this paper.

Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-06-30T07:24:22.555216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-30T06:15:29.120280Z digest=sha256:998d1194837229a51fa0bdc60c809b594d5b2ea2939ae2ebc1ebce376eba23b1