Paper Citation Record · LEDGER

$\text{Alpha}^2$: Discovering Logical Formulaic Alphas using Deep Reinforcement Learning

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2406.16505.

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

pith.paper-citation-record.v1
2406.16505 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:18:08.958683Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T21:50:41.264803Z

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 b96d9e14-4215-4154-9e89-971d6256780a · inbound

AlphaEval: A Comprehensive and Efficient Evaluation Framework for Formula Alpha Mining cites this paper.

AlphaEval: A Comprehensive and Efficient Evaluation Framework for Formula Alpha Mining $\text{Alpha}^2$: Discovering Logical Formulaic Alphas using Deep Reinforcement Learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T22:18:08.958683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ee1ce6a-3fde-4c58-94fa-845cab8b4d1c · inbound

AlphaSAGE: Structure-Aware Alpha Mining via GFlowNets for Robust Exploration cites this paper.

AlphaSAGE: Structure-Aware Alpha Mining via GFlowNets for Robust Exploration $\text{Alpha}^2$: Discovering Logical Formulaic Alphas using Deep Reinforcement Learning

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-21T21:50:41.267662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e4baaaae-e0f3-47c6-826a-6d6693f28192 · inbound

From Feedback Loops to Policy Updates: Reinforcement Fine-Tuning for LLM-Based Alpha Factor Discovery cites this paper.

From Feedback Loops to Policy Updates: Reinforcement Fine-Tuning for LLM-Based Alpha Factor Discovery $\text{Alpha}^2$: Discovering Logical Formulaic Alphas using Deep Reinforcement Learning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-19T14:47:36.217241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 41861034-098f-4abd-9420-6cc42b6aa121 · inbound

Towards Autonomous Formulaic Alpha Discovery: An Evolutionary Computation Perspective cites this paper.

Towards Autonomous Formulaic Alpha Discovery: An Evolutionary Computation Perspective $\text{Alpha}^2$: Discovering Logical Formulaic Alphas using Deep Reinforcement Learning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T20:52:57.835482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.