Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
From Deep Learning to LLMs: A survey of AI in Quantitative Investment
As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2503.21422.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:55:23.148609Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-18T21:26:51.907724Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation a15cdad5-3251-41c4-add7-872679ffd006 · inbound
Large-scale portfolio optimization with variational neural annealing cites this paper.
Large-scale portfolio optimization with variational neural annealing From Deep Learning to LLMs: A survey of AI in Quantitative Investment
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:55:23.148609Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bed038a2-d1fb-4fec-88b7-cd948d0a0211 · inbound
To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions cites this paper.
To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions From Deep Learning to LLMs: A survey of AI in Quantitative Investment
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:22:15.792036Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b90e4a7e-3642-473f-9cdb-5857488bd869 · inbound
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning cites this paper.
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning From Deep Learning to LLMs: A survey of AI in Quantitative Investment
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T21:26:51.911113Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fe626acb-58a5-4aa9-91a1-7eee48379936 · inbound
SoK: Security of Autonomous LLM Agents in Agentic Commerce cites this paper.
SoK: Security of Autonomous LLM Agents in Agentic Commerce From Deep Learning to LLMs: A survey of AI in Quantitative Investment
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T14:00:29.382913Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fd71320c-d86f-4eee-8c08-dc5a12c6eb16 · inbound
Hybrid Quantum Neural Networks: Theory, Implementations, and Applications cites this paper.
Hybrid Quantum Neural Networks: Theory, Implementations, and Applications From Deep Learning to LLMs: A survey of AI in Quantitative Investment
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:30:46.567266Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.