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Paper Citation Record · LEDGER

Model-based Dynamic Shielding for Safe and Efficient Multi-Agent Reinforcement Learning

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2304.06281.

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

pith.paper-citation-record.v1
2304.06281 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 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T07:38:02.368884Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T15:08:33.546413Z

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 617dcdaf-fa4b-4c96-a99d-4b0259ed5207 · inbound

Beyond Runtime Enforcement: Shield Synthesis as Defensibility Analysis for Adversarial Networks cites this paper.

Beyond Runtime Enforcement: Shield Synthesis as Defensibility Analysis for Adversarial Networks Model-based Dynamic Shielding for Safe and Efficient Multi-Agent Reinforcement Learning

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-03T15:08:33.547933Z

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.

source=pdf_text observed=2026-06-27T06:39:20.471877Z digest=sha256:49fba79ab965a8ecc9803146e80b1e73fead03c3e009d32b234c6f372a94459c

Observation 2efe041a-0c8f-4998-8889-6c5dfa84dc7b · inbound

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning cites this paper.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Model-based Dynamic Shielding for Safe and Efficient Multi-Agent Reinforcement Learning

Reference 29

Resolution
unresolved
no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T07:38:02.368884Z digest=sha256:cd6247b3ec8106c7a4cc144af046e8d201c21f7f21192b5c20dffc2203bacf0f