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Paper Citation Record · LEDGER

Simulating Human-Like Learning Dynamics with LLM-Empowered Agents

As of 20 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 1 inbound Pith citation observation for arXiv:2508.05622.

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

pith.paper-citation-record.v1
2508.05622 v1

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:16:25.446230Z

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-02T13:06:28.163476Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T13:06:58.406563Z

Reference resolution

6 of 6 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ed418a53-d5ad-4775-8d26-60fa552c8510 · outbound

This paper cites This metric is computed across all scenarios.

Simulating Human-Like Learning Dynamics with LLM-Empowered Agents This metric is computed across all scenarios

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:16:25.948832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T23:16:25.292510Z digest=sha256:86afdd8284ee8507ccf8881523c8161e4a8b60a722853feb93e9797f2be8dd19

Observation 24b52097-7c8d-46c8-8034-0c98d9bf3ece · outbound

This paper cites correct vs. incorrect.

Simulating Human-Like Learning Dynamics with LLM-Empowered Agents correct vs. incorrect

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:16:25.791319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T23:16:25.357009Z digest=sha256:e1fa14bd659cb83d4b8e9f21da9d4c687ab045c8d74ddc09b54c2ca8bcc10b41

Observation 5e0627f5-6557-4121-ac67-d6569306df52 · outbound

This paper cites incorrect vs. correct.

Simulating Human-Like Learning Dynamics with LLM-Empowered Agents incorrect vs. correct

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:16:25.660337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T23:16:25.446230Z digest=sha256:fbcb871ea3f50067c6f8634dc3762238627abc51d4bd103c1aca08f8cfb061a0

Observation 5854883f-6153-4825-9d53-b6936b146749 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Simulating Human-Like Learning Dynamics with LLM-Empowered Agents DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-05T23:16:25.205462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:16:25.205462Z digest=sha256:526c201447d72d93f933a656d3f669e3149da2b7dee39b69eb1273fe00776d1b

Observation 9a3e455f-bb8e-4607-8d3c-00dea5c17162 · outbound

This paper cites Put Your Money Where Your Mouth Is: Evaluating Strategic Planning and Execution of LLM Agents in an Auction Arena.

Simulating Human-Like Learning Dynamics with LLM-Empowered Agents Put Your Money Where Your Mouth Is: Evaluating Strategic Planning and Execution of LLM Agents in an Auction Arena

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-05T23:16:25.097533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:16:25.097533Z digest=sha256:65cc79d79b519753008478b7c338ce91012aece4c94e08f9afbbf67b9ce0cadb

Observation f6cbb0f5-5907-4c76-ba69-b9b48652f6b8 · outbound

This paper cites In The Twelfth International Conference on Learning Representations.

Simulating Human-Like Learning Dynamics with LLM-Empowered Agents In The Twelfth International Conference on Learning Representations

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:16:26.111139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T23:16:25.140563Z digest=sha256:0b9b8f81e721ab9f6f816d443d9f1afe6367e685052320ca75fb503373f3d2b0

Pith citing papers

Observation 997f7198-9a4f-43ca-8add-71f481042d53 · inbound

Persona Non Grata: LLM Persona-Driven Generations in MCQA are Unstable in Distinct Dimensions cites this paper.

Persona Non Grata: LLM Persona-Driven Generations in MCQA are Unstable in Distinct Dimensions Simulating Human-Like Learning Dynamics with LLM-Empowered Agents

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-07-02T13:06:58.408589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-02T13:06:28.163476Z digest=sha256:d3ec6f76849a0e925781b0280f7f4ff954a843a7b316d5e5c9b80f946a2897d9