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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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:29.564879Z digest=sha256:0e275ccdd0895592cf38770d69669dc2d3ad453f52adf4d4d8f7a49091a00656

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:30.420241Z digest=sha256:dd7f8ed0b8a548a809944e7598f2457ce230ae3a245094f26927f1bea181d541

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:30.685342Z digest=sha256:96b1ce559cb54616b8c6f81711d1d80bc4a133921e8f094f0bb85535b37d55f8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:30.030288Z digest=sha256:98f2a317197e074f8b7db49e57554513c2fda23b1536ee118e676b21447d8015

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:30.104240Z digest=sha256:2d43771a1529870b34851cca3e85c739e5c12d4e18ac5e99aef9519299777dea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:30.514477Z digest=sha256:a01df3c7b9460b106bbabd5a5652aef13cbdaf63e463be6050498e1dd1f26b49

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:29.985417Z digest=sha256:90180705659730776d0dd4dc274fa5773a3a8a0a4ad02d5f7a2e3d97c538f4db

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:29.753978Z digest=sha256:ffc7de508a4bfec7b75024c63a412325136766dd7303d61a3a80ddcf0a53b3eb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:30.206752Z digest=sha256:805d960e1a19547debaf909dc6b71dcec55a89d0399f1a8e8861a4cd46023fea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:29.839408Z digest=sha256:61b0daad07ab19310e4610742a15e7ca2db59f8e7f3d8f8929a29e55814559fd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:29.650936Z digest=sha256:94e0c4adaedf1815073d040749ab03edeb11c468c1fe154d1324f8ee100764d6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:31:30.578844Z digest=sha256:e2a91cbeb95101b6a6752674f1e6af6d8b879e004a13404dc2cd5eaf43fd4140

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:02:54.149100Z digest=sha256:3421fd5720d0cfd5f6d8ad39b32a2d4b24203f7beec0ec95bd51dc323410e054