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Paper Citation Record · LEDGER

Session-Level Dynamic Ad Load Optimization using Offline Robust Reinforcement Learning

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2501.05591.

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

pith.paper-citation-record.v1
2501.05591 v1

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 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:25:19.412691Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T21:56:31.092951Z

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 35727ba7-724b-4609-918f-1867b6c78d1e · inbound

Multi-task Offline Reinforcement Learning for Online Advertising in Recommender Systems cites this paper.

Multi-task Offline Reinforcement Learning for Online Advertising in Recommender Systems Session-Level Dynamic Ad Load Optimization using Offline Robust Reinforcement Learning

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-06T21:56:31.156043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:26.949145Z digest=sha256:2820cc02f23023d2efa64345ab6b8be6c635efe0bc904ff4d82c6f31ff580f3b

Observation 85988e6d-13d4-4e44-8e1c-e2dd507a199b · inbound

Generative Optimization for Incentivized Advertising with Global Level Constraints cites this paper.

Generative Optimization for Incentivized Advertising with Global Level Constraints Session-Level Dynamic Ad Load Optimization using Offline Robust Reinforcement Learning

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T00:25:19.412691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:25:19.412691Z digest=sha256:83054338516cc68c8b85545e1d1a2bb96d8e720bb78a813859d65294a1b679ff