Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem
As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2011.12719.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:07:34.992842Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T21:28:58.500852Z
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 7424fa68-1741-4a3a-b37c-cd5759b34ede · inbound
MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster cites this paper.
MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T18:07:34.992842Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46442a7c-ef05-477b-9cee-6de45227cedf · inbound
MagicSim: A Unified Infrastructure for Executable Embodied Interaction cites this paper.
MagicSim: A Unified Infrastructure for Executable Embodied Interaction RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem
Reference 124
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T20:58:58.205180Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b7f17b46-2929-4661-981e-d42cadc8d622 · inbound
The Rollout Infrastructure Tax in Coding-Agent Reinforcement Learning cites this paper.
The Rollout Infrastructure Tax in Coding-Agent Reinforcement Learning RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T21:28:58.502277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.