Paper Citation Record · LEDGER

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage

As of 18 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2604.03888.

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

pith.paper-citation-record.v1
2604.03888 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T16:55:30.415552Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T06:38:21.157449Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T15:08:33.639623Z

Reference resolution

53 of 53 outbound references displayed

verified exact12
verified fuzzy39
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a3b9b02-a025-419f-9b86-e6d5fca73bb3 · outbound

This paper cites Prediction markets.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Prediction markets

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.723135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 318bb8d7-9d08-4de4-8d8b-be5dfe1d71d9 · outbound

This paper cites The promise of prediction markets.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage The promise of prediction markets

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.643340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d518068-7b6e-4a13-9cf6-4be20111ff5e · outbound

This paper cites Surowiecki,The Wisdom of Crowds.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Surowiecki,The Wisdom of Crowds

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.667080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 04e8cee9-4b45-4714-a0be-2a942fca3025 · outbound

This paper cites Language models are few-shot learners.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Language models are few-shot learners

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.680914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 885e8f19-c014-4723-9d34-651746661b2d · outbound

This paper cites GPT-4 Technical Report.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage GPT-4 Technical Report

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-13T17:08:01.612023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 04b0d3db-782b-4e1c-9081-48ff2fc86881 · outbound

This paper cites Survey of hallucination in natural language generation.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Survey of hallucination in natural language generation

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.671975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2dd6f4fa-6e83-4c72-a93f-4d7454fe53bc · outbound

This paper cites Language Models (Mostly) Know What They Know.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Language Models (Mostly) Know What They Know

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-13T17:08:01.616556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation db04c48a-e309-4b3e-95bc-1567c565e61d · outbound

This paper cites Calibrate before use: Improving few-shot performance of language models.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Calibrate before use: Improving few-shot performance of language models

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.689937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3f82efe1-a3b6-49e9-a9ab-5dc91f3a96f5 · outbound

This paper cites Towards Understanding Sycophancy in Language Models.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Towards Understanding Sycophancy in Language Models

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-13T17:08:01.608998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 31878cb6-e84b-4f85-8b71-1ea75a0e0859 · outbound

This paper cites Bonabeau, M.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Bonabeau, M

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.662238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6570a39e-b953-4ecd-b228-93ca3d9111ca · outbound

This paper cites Particle swarm optimization.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Particle swarm optimization

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.657152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9c025e3d-2a8a-4242-9587-bb16a1683eb9 · outbound

This paper cites Bayesian model averaging: A tutorial.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Bayesian model averaging: A tutorial

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.647978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4c55a8fb-bb31-4d1a-b0ea-6f4bb9e7058b · outbound

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

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-13T17:08:01.632693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5e9b7b64-9b4e-4404-8ffd-1733f1d611c1 · outbound

This paper cites CAMEL: Communicative agents for ‘mind’ exploration of large lan- guage model society.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage CAMEL: Communicative agents for ‘mind’ exploration of large lan- guage model society

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.694418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f8bac7a3-f0e4-46f8-8df3-ed1fecb0aeb0 · outbound

This paper cites an unresolved cited work.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-14T05:43:11.718388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 394cad2f-8caf-4b6f-8658-6390da3e0970 · outbound

This paper cites Combinatorial information market design.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Combinatorial information market design

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.729132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 60127543-9c0f-4fb2-bf39-57bb8bbc9158 · outbound

This paper cites On the impossibility of information- ally efficient markets.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage On the impossibility of information- ally efficient markets

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.738054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 98244793-09e3-430f-a143-b9db3d0b356b · outbound

This paper cites Efficient capital markets: A review of theory and empirical work.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Efficient capital markets: A review of theory and empirical work

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.652394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7728e65d-4322-4e1b-a2bb-916dc17e2914 · outbound

This paper cites Can chatgpt forecast stock price movements? return pre- dictability and large language models.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Can chatgpt forecast stock price movements? return pre- dictability and large language models

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:08:01.648742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8e23fbe0-5b82-4d22-bffa-d092a312873a · outbound

This paper cites Training language models to follow instructions with human feedback.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Training language models to follow instructions with human feedback

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.704690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7c91cedf-e08a-4256-b1da-769feb025d10 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage LLaMA: Open and Efficient Foundation Language Models

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-13T17:08:01.620369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a85be0d2-0bcc-45e0-b158-2eb7f4510e59 · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage BloombergGPT: A Large Language Model for Finance

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-13T23:19:47.153037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a07db38e-12c5-483c-9aee-7ec526265164 · outbound

This paper cites Fingp t: Open-source ﬁnancial large language models.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Fingp t: Open-source ﬁnancial large language models

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:08:01.651677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 06da5727-72dc-4ee8-a16e-01ee8706d830 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Chain-of-thought prompting elicits reasoning in large language models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.699752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4fa1527b-57fd-4557-85a7-8815554482ad · outbound

This paper cites Multi-agent systems: A survey.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Multi-agent systems: A survey

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.676529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3e9cb546-f927-4014-a286-baea3b7d58eb · outbound

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

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Generative agents: Interactive simulacra of human behavior

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.685159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8299bf22-7651-4101-954b-5e3c867a56b5 · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-14T00:00:16.565169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 39abfa70-3e62-477e-93b3-365d2b14eba3 · outbound

This paper cites When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage When is a liability not a liability? Textual analysis, dictionaries, and 10-Ks

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.714069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d7a4c4c-8b94-4387-a99c-2acbdde24b5a · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage BERT: Pre-training of deep bidirectional transformers for language understanding

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.709523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d5b48dd7-80a9-4db7-8fbd-baaf734f4a13 · outbound

This paper cites FinBERT: Financial Sentiment Analysis with Pre-trained Language Models.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage FinBERT: Financial Sentiment Analysis with Pre-trained Language Models

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:26:05.149770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f4b71c53-0ea0-4657-b286-e5b6b89afa0d · outbound

This paper cites Language models are unsupervised multitask learners.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Language models are unsupervised multitask learners

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.733909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a95e4cd6-b866-41c1-b7a8-c192f41adfe5 · outbound

This paper cites Strictly proper scoring rules, prediction, and estimation.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Strictly proper scoring rules, prediction, and estimation

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.580146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 82f2594d-b4d7-48d8-a2fe-12c5ded0a663 · outbound

This paper cites On information and sufficiency.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage On information and sufficiency

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.600204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 442fe6f7-4daf-4475-83b7-03d02f9dfc09 · outbound

This paper cites an unresolved cited work.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-14T05:43:11.639241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 98fc328f-a780-4bd6-b635-9cb684996f57 · outbound

This paper cites The high-frequency trading arms race: Frequent batch auctions as a market design response.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage The high-frequency trading arms race: Frequent batch auctions as a market design response

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.629728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation da91cf5f-8107-48d8-9a60-dc2ac73830d6 · outbound

This paper cites High frequency trading and the new market makers.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage High frequency trading and the new market makers

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.560493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 55ae9b27-65eb-43ed-9e9e-c183f7e1d336 · outbound

This paper cites Flash boys 2.0: Frontrunning in decentralized exchanges, miner extractable value, and consensus instability.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Flash boys 2.0: Frontrunning in decentralized exchanges, miner extractable value, and consensus instability

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.555745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 459cc8c2-6a40-47f8-b8ff-62ef4e9a615c · outbound

This paper cites A new interpretation of information rate.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage A new interpretation of information rate

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.569889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2f86d72-ea20-40f1-8680-6e295b77a02d · outbound

This paper cites The Kelly criterion in blackjack, sports betting, and the stock market.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage The Kelly criterion in blackjack, sports betting, and the stock market

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.604973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 59c04e19-c7e0-47ea-9954-bcee519f261f · outbound

This paper cites Verification of forecasts expressed in terms of probability.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Verification of forecasts expressed in terms of probability

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.624893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8b086e5d-035c-4b4c-aa9f-a677a775cb80 · outbound

This paper cites Good debt or bad debt: Detecting semantic orientations in economic texts.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Good debt or bad debt: Detecting semantic orientations in economic texts

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.634592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 90f423c8-6348-45fa-9dfd-2e913b77ba6b · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive NLP tasks.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Retrieval-augmented generation for knowledge-intensive NLP tasks

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.614857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8fb23a2f-22f1-4794-8566-5db2df4e9d71 · outbound

This paper cites Attention is all you need.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Attention is all you need

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.620380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 051636a4-09bb-435f-91f2-f4c7e93cb96d · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:43:27.681706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f42fb946-a16b-4c49-bce2-0b7a7c4b7bd0 · outbound

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

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-05-13T17:08:01.625024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e03f48ef-fd50-4b98-9a7c-d5ef133e2ad7 · outbound

This paper cites Self-consistency improves chain of thought reasoning in language models.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Self-consistency improves chain of thought reasoning in language models

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.594683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8ac07c0d-73fb-4754-a1a1-5fcdf095989c · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Reflexion: Language agents with verbal reinforcement learning

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.546234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1c82f532-d415-4dfc-8bf4-c2262094d9c4 · outbound

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

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage ReAct: Synergizing reasoning and acting in language models

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.589688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation df83d0e7-7f08-410d-93f4-305f295fffef · outbound

This paper cites The pricing of options and corporate liabilities.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage The pricing of options and corporate liabilities

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.575210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9cd59ab4-ace0-464b-b50d-f442e8c9afc9 · outbound

This paper cites Kahneman,Thinking, Fast and Slow.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Kahneman,Thinking, Fast and Slow

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.551107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1d71804b-c10f-4004-bf0a-d6d4883c4e96 · outbound

This paper cites The algorithmic foundations of differential privacy.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage The algorithmic foundations of differential privacy

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.565209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ed590031-dbc9-43ab-a7f7-910c9defa238 · outbound

This paper cites Bitcoin: A peer-to-peer electronic cash system.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Bitcoin: A peer-to-peer electronic cash system

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.584915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation de229c50-c040-4a6a-81b6-a32e6260d7f8 · outbound

This paper cites Ethereum: A secure decentralised generalised transaction ledger.

PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage Ethereum: A secure decentralised generalised transaction ledger

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T05:43:11.609675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation ad755606-2e8c-4a25-8c80-696d7765d1fe · inbound

Nous: An Attempt to Extract and Inject the Cognition Behind Prediction-Market Behavior cites this paper.

Nous: An Attempt to Extract and Inject the Cognition Behind Prediction-Market Behavior PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-07-03T15:08:33.640840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.