Pith. sign in

Paper Citation Record · LEDGER

Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimization

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2308.05384.

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

pith.paper-citation-record.v1
2308.05384 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 2026-08-08T04:38:57.757369Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T19:46:59.976192Z

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 83134585-2c53-4662-a7a5-c82b518f11d3 · inbound

Mapping the Landscape of Generative AI in Network Monitoring and Management cites this paper.

Mapping the Landscape of Generative AI in Network Monitoring and Management Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimization

Reference 180

Resolution
unresolved
no resolver link, observed 2026-08-08T04:38:57.757369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:38:57.757369Z digest=sha256:109dead792f0ae91d27ee17385f8e4674ae1a375bb86b31592217559d39cfc17

Observation ec416bac-e160-4fe9-a305-17ed6267fc5f · 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 Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimization

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:47:00.098588Z

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=2026-08-06T19:46:59.206124Z digest=sha256:1d94fe552664f3da0a6277b6d28f832ce37ca6e810928f8e4ec167d9a6a0f6a4