Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T23:56:42.310530Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2602.12338.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T23:56:42.310530Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
14 of 14 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b7edeea0-6a51-4185-811a-eae1008f516e · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 279c01c7-cd70-4442-b951-8a46b74c3cd2 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 933f2d00-7e05-4273-92a6-6fb5d1b7b81e · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Semantic communications for future in ternet: Fundamentals, applications, and challenges,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 543d1761-aee2-4b84-9a0b-64c957c61856 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Beyond transmitting bits: Context, s emantics, and task-oriented communications,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65da684b-90d3-4329-b313-ffa4f2203059 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Generative AI for semantic communication: Architecture, challenges, and outlook,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36b1596e-8c5e-4469-9555-255878e151c8 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications DRL -Driven Dynamic Resource Allocation for Task-Oriented Semantic Co mmunica- tion,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac34853d-aa43-4786-9592-c0c7c0bdcd04 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Optimizing Semantic Spec tral Efficiency in Wireless Image Transmission: A PPO-Driven Res ource Allocation Scheme,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4004a688-70d2-46d9-8382-f0ebcad67597 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Performance Optimization for Semantic Communicat ions: An Attention-Based Reinforcement Learning Approach,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0ec0505-ba46-4d34-9e02-d79402ebef01 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Beamforming design for semantic-bit coexisting communic ation sys- tem,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 777bec70-b80d-4433-9302-a476ec4b2569 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications The perception-distortion tr adeoff,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ca69f64-fba2-472c-982a-8495583925ad · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications On the rate-distortion-perception function,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 752a7255-964e-4067-acc3-66ab9bcbc8f6 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Com- parison of the coding efficiency of video coding standards—i ncluding high efficiency video coding (HEVC),
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f038c34-90df-49f2-afcb-3075ba7fc046 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Cosmos World Foundation Model Platform for Physical AI
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53889dda-c3f6-4c01-a36d-a41535389e37 · outbound
Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications Image and Video Tokenization with Binary Spherical Quantization
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.