Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2406.06059.
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, observed 2026-08-07T12:07:28.577785Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T10:28:44.538765Z
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 f2e206b4-a6eb-4550-a676-f94d5ec04f72 · inbound
Prompt-Tuned LLM-Augmented DRL for Dynamic O-RAN Network Slicing cites this paper.
Prompt-Tuned LLM-Augmented DRL for Dynamic O-RAN Network Slicing LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:07:28.577785Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3056d7d9-3966-45f1-9421-b333c2236d3a · inbound
ORAN-GUIDE: RAG-Driven Prompt Learning for LLM-Augmented Reinforcement Learning in O-RAN Network Slicing cites this paper.
ORAN-GUIDE: RAG-Driven Prompt Learning for LLM-Augmented Reinforcement Learning in O-RAN Network Slicing LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:06:17.981536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 196c376e-720f-4eb1-8a57-341c9eda2ee1 · inbound
Mobile Traffic Prediction using LLMs with Efficient In-context Demonstration Selection cites this paper.
Mobile Traffic Prediction using LLMs with Efficient In-context Demonstration Selection LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T10:28:44.588035Z
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.