Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T21:34:19.928579Z
Paper Citation Record · LEDGER
Momentum Point-Perplexity Mechanics in Large Language Models
As of 8 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 0 inbound Pith citation observations for arXiv:2508.08492.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
3 of 3 outbound references displayed
- verified exact1
- verified fuzzy1
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3b0c8c36-58ec-46ab-8a5e-43bb3c29969c · outbound
This paper cites Among RL-based models, POMO has demonstrated strong performance on a variety of tasks, in- cluding variants of the Vehicle Routing Prob- lem (VRP).
Momentum Point-Perplexity Mechanics in Large Language Models Among RL-based models, POMO has demonstrated strong performance on a variety of tasks, in- cluding variants of the Vehicle Routing Prob- lem (VRP)
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T21:34:21.077033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d6b34c4f-f83e-46fa-9de0-a25dfd87495a · outbound
This paper cites POMO+: Leveraging starting nodes in POMO for solving Capacitated Vehicle Routing Problem.
Momentum Point-Perplexity Mechanics in Large Language Models POMO+: Leveraging starting nodes in POMO for solving Capacitated Vehicle Routing Problem
Reference 2020
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T21:34:20.705426Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2ccd4f46-f43b-4252-85b8-65968d42131b · outbound
This paper cites Leader Reward for POMO-Based Neural Combinatorial Optimization.
Momentum Point-Perplexity Mechanics in Large Language Models Leader Reward for POMO-Based Neural Combinatorial Optimization
Reference 2024
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-05T21:34:20.267105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
No inbound Pith citation observations are available.