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Paper Citation Record · LEDGER

Classifying and Clustering Trading Agents

As of 18 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 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:29.564879Z digest=sha256:640e81042439b777ef6f652e6a52e82d07c17b2b0f6bdcab5b532d454c4aaf2d

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:dd400f8852033a67a51cd47f80967c838c9474d24b2e242b896db29e6819e979

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:30.420241Z digest=sha256:f117f447a68afff8caa7fac6eae3d59a4ea3a3b4ad5da302ad47a1763864eb64

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:30.685342Z digest=sha256:c9747125fba57d54337f7bcaf1746d7765d664a3bd5dc770341b5eb21ce6544c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:30.030288Z digest=sha256:e332f6d30fe2ce72f61c42d511664c30a4c30554b870dbc827d3a1809b6ad3b5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:30.104240Z digest=sha256:c9e69066522e179d53aa941bce5a60ce0f1fda30e43fe9ffeb4b7f3c3af31271

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:30.514477Z digest=sha256:ed13f4f498d970cc89163b4a5f2550c5968198f2e8a4aa6b6b4c7eb0c6e90a89

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:29.985417Z digest=sha256:09342b9d150a5310470e412ba62fe4e29a767ea66482e897cd829cdee09fe754

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:29.753978Z digest=sha256:a8a466ca9977e627878ffef6e09e028b066b978ecccc85b77ac450d20e7ebf51

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:30.206752Z digest=sha256:d78d99a2f5a814e98908cf78fb15f426eaaa5532230c24c64a71c2cc8a1c1d4b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:29.839408Z digest=sha256:6675fa87b4d58984d60b00d5382eedafb518530d53b370f641be0c21e5c4e61d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:29.650936Z digest=sha256:92b5e760b3ec8be222c0eaf10023bebc12abb5bc559128c8e4b53e731c65f6d4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T13:31:30.578844Z digest=sha256:2672c98a04dd7c3c8d55bd8a90ed6db8473e80a55ae7df45fc56a7967c2d2534

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T13:02:54.149100Z digest=sha256:269fabb851adeb77f2baec11e88a833e56768440a48a2274d873ce50c9fcc8e5