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Paper Citation Record · LEDGER

Classifying and Clustering Trading Agents

As of 8 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2505.21662.

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

pith.paper-citation-record.v1
2505.21662 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:31:30.685342Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:02:54.149100Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T13:02:54.696833Z

Reference resolution

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy12
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 72ae251d-c44d-44da-becf-ffaab99e5f11 · outbound

This paper cites and Limmack, R., Bid-ask spreads, trading volume and volatility: Intra-day evidence from the London Stock Exchange.

Classifying and Clustering Trading Agents and Limmack, R., Bid-ask spreads, trading volume and volatility: Intra-day evidence from the London Stock Exchange

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:33.035362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:29.564879Z digest=sha256:34399eabeb2ff3e8e719bb5c8029195509d65f15397a915d5849220117673c7e

Observation 5302df43-2f5e-4cec-9282-d83291a9694a · outbound

This paper cites Tune: A Research Platform for Distributed Model Selection and Training.

Classifying and Clustering Trading Agents Tune: A Research Platform for Distributed Model Selection and Training

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T13:31:30.322545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:31:30.322545Z digest=sha256:69ec9d346b6ec1f51822596e540df2cdd33ec619cd0c160932807d780fcc888f

Observation 314f617d-cc9f-41dc-9146-3302babaab78 · outbound

This paper cites and Alsaadi, F.E., A survey of deep neural network architectures and their applications.

Classifying and Clustering Trading Agents and Alsaadi, F.E., A survey of deep neural network architectures and their applications

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:31.397667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:30.420241Z digest=sha256:a7a8eb7f4c516899f81ec5822eac8fc37d432ed01d7a7eb606fcdf14362806f3

Observation ecf41a65-f09d-43b0-a962-7e24127a5f51 · outbound

This paper cites and Wellman, M.P., Welfare effects of market making in continuous double auctions.

Classifying and Clustering Trading Agents and Wellman, M.P., Welfare effects of market making in continuous double auctions

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:30.839809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:30.685342Z digest=sha256:60b314885561724ae82b6933be46097a8d6859e24ed0442debed82f69860f8eb

Observation b963a3ab-dbfb-415c-bb65-04e34263aa48 · outbound

This paper cites and Prenzel, F., Analysis and modeling of client order flow in limit order markets.

Classifying and Clustering Trading Agents and Prenzel, F., Analysis and modeling of client order flow in limit order markets

Reference 223

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:31.904341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:30.030288Z digest=sha256:10a86021d9b27e78c4da34b41bd747acdd90ae245ec45cb2b21b032b8b9f60b7

Observation da6960a3-0586-448c-8323-1270c78e24d9 · outbound

This paper cites and Foley, D., The economy needs agent-based modelling.

Classifying and Clustering Trading Agents and Foley, D., The economy needs agent-based modelling

Reference 1988

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:31.757852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:30.104240Z digest=sha256:b3a262656b74e72ee170248905bdd295a0af47be2cfa94aff301ec434cf36603

Observation 4a3f5e8a-1ba1-4eef-a535-c0d343a3755f · outbound

This paper cites and Iosifidis, A., Forecasting jump arrivals in stock prices: new attention-based network architecture using limit order book data.

Classifying and Clustering Trading Agents and Iosifidis, A., Forecasting jump arrivals in stock prices: new attention-based network architecture using limit order book data

Reference 2000

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:31.234697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:30.514477Z digest=sha256:36b287dabca4858191b723e1e988edd0856badc68f241f162ca55f0fa7af72c7

Observation 3c6dabb9-b916-4e30-b353-9bb3b96b821a · outbound

This paper cites and Kassibrakis, S., Statistically validated lead-lag networks and inventory prediction in the foreign exchange market.

Classifying and Clustering Trading Agents and Kassibrakis, S., Statistically validated lead-lag networks and inventory prediction in the foreign exchange market

Reference 2011

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:32.067727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:29.985417Z digest=sha256:5d8d8e0de7003496566d2c302484987b709203f524e8f90825b114a478ad460e

Observation 8305dac0-aed6-4da2-8fca-6967850ba374 · outbound

This paper cites and Balch, T.H., ABIDES: Towards high-fidelity multi-agent market simulation.

Classifying and Clustering Trading Agents and Balch, T.H., ABIDES: Towards high-fidelity multi-agent market simulation

Reference 2014

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:32.506223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:29.753978Z digest=sha256:3c17a13d943990be3559ea598199d8f979e1f57a577d50ff45bca4b913e086c0

Observation 12f6139c-b277-42f9-99ce-3e76882dc931 · outbound

This paper cites and Howison, S.D., Limit order books.

Classifying and Clustering Trading Agents and Howison, S.D., Limit order books

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:31.567958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:30.206752Z digest=sha256:68486d2ef227b19253dcb8df241036080b4f33ba31486bdebbf32b5f7d38fcd4

Observation 7a83fd06-4267-498c-abb7-708883ba747d · outbound

This paper cites and Wang, X., The information content of an open limit-order book.

Classifying and Clustering Trading Agents and Wang, X., The information content of an open limit-order book

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:32.291368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:29.839408Z digest=sha256:6f43449090b4a4233cbc0f5ab01bf3d8a79bfaf5d9cc3c155d57f9a6a74454b4

Observation 13f8e1d4-0af2-49d2-9a24-874fd9f48345 · outbound

This paper cites and Potters, M., Statistical properties of stock order books: empirical results and models.

Classifying and Clustering Trading Agents and Potters, M., Statistical properties of stock order books: empirical results and models

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:32.772513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:29.650936Z digest=sha256:4d8b5434ac26e724191faacafd9e7c4a01abb6a5e077e61404f44304f248b7af

Observation d943ec04-a752-421c-8bd6-bc01a9d236c3 · outbound

This paper cites Journal of Machine Learning Technologies , 2011, 2, 37–63.

Classifying and Clustering Trading Agents Journal of Machine Learning Technologies , 2011, 2, 37–63

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:31:31.030681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:31:30.578844Z digest=sha256:c67aea72d5742287e4ca867d966b84abd25b1192e2b3f1fc6f1e24099fe22e53

Pith citing papers

Observation bcbd981d-e8ea-4f3a-9bdc-46ca9a3a4e97 · inbound

Prospects of Imitating Trading Agents in the Stock Market cites this paper.

Prospects of Imitating Trading Agents in the Stock Market Classifying and Clustering Trading Agents

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:02:54.735160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:02:54.149100Z digest=sha256:7503328a75adf19a92f6ec5600e80c650e4c922a71159c0342bc667d25c7018a