Pith. sign in

Paper Citation Record · LEDGER

Generative AI for Deep Reinforcement Learning: Framework, Analysis, and Use Cases

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2405.20568.

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

pith.paper-citation-record.v1
2405.20568 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T10:26:15.737552Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T19:47:00.216529Z

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 e35b1ebb-f9e0-48a7-8990-da3aeeed7b89 · inbound

Generative AI-Enhanced Cooperative MEC of UAVs and Ground Stations for Unmanned Surface Vehicles cites this paper.

Generative AI-Enhanced Cooperative MEC of UAVs and Ground Stations for Unmanned Surface Vehicles Generative AI for Deep Reinforcement Learning: Framework, Analysis, and Use Cases

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-08T10:26:15.737552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:26:15.737552Z digest=sha256:15a12002f0be812bb90fc2d475b3ef7f684ea09d4b738a81d3fae3873ca2ddae

Observation a3278172-82ad-4df5-bbf9-82b3f867e539 · inbound

UAV-Assisted Integrated Communication and Over-the-Air Computation with Interference Awareness cites this paper.

UAV-Assisted Integrated Communication and Over-the-Air Computation with Interference Awareness Generative AI for Deep Reinforcement Learning: Framework, Analysis, and Use Cases

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:47:00.303079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:46:59.118326Z digest=sha256:e7e2d5d9b240b9badeeee8c347db30561c75be137635f77bb57de522a5bab0a6