Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T19:21:51.147059Z
Paper Citation Record · LEDGER
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G
As of 11 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2512.22579.
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 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-08T11:11:42.553754Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-11T19:41:10.632219Z
Reference resolution
49 of 49 outbound references displayed
- verified exact7
- verified fuzzy42
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4075c558-0aec-4f0f-bc5e-47ff62e5a0f1 · outbound
This paper cites Sannet: A semantic-aware agentic ai networking framework for multi-agent cross-layer coordination.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Sannet: A semantic-aware agentic ai networking framework for multi-agent cross-layer coordination
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.914240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation afb9586d-f996-4277-9505-490be94d44d7 · outbound
This paper cites Enhancing immersion and presence in the meta- verse with over-the-air brain-computer interface.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Enhancing immersion and presence in the meta- verse with over-the-air brain-computer interface
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.822298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2094ca72-74fb-4e54-a71b-7ee6dc0cd833 · outbound
This paper cites From semantic communication to semantic-aware networking: Model, architecture, and open problems.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G From semantic communication to semantic-aware networking: Model, architecture, and open problems
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.824855Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation edfed5fe-b09a-443f-85c8-11dbce2593c2 · outbound
This paper cites Joint source–channel coding: Fundamentals and recent progress in practical designs.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Joint source–channel coding: Fundamentals and recent progress in practical designs
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.836613Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 549d8759-0f75-440f-92fc-9a87d0f31fa2 · outbound
This paper cites Illuminating the dark spaces of healthcare with ambient intelligence.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Illuminating the dark spaces of healthcare with ambient intelligence
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.849765Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9806437f-f7cf-48db-9b5d-881af5a364d4 · outbound
This paper cites Towards agentic AI networking in 6G: A generative foundation model-as-agent approach.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Towards agentic AI networking in 6G: A generative foundation model-as-agent approach
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.847580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c2617575-1baa-4c7e-a3a7-4d75efa6eea2 · outbound
This paper cites Toward self- learning edge intelligence in 6G.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Toward self- learning edge intelligence in 6G
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.911978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b3866b65-5856-4b1d-97e7-ad8f2ee877fb · outbound
This paper cites 6G network AI architecture for everyone-centric customized services.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G 6G network AI architecture for everyone-centric customized services
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.871199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 986dce4f-100d-4f2c-bd8b-6018362abe20 · outbound
This paper cites Position: Levels of AGI for operationalizing progress on the path to AGI.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Position: Levels of AGI for operationalizing progress on the path to AGI
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.863322Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 84f106b2-dbbb-4abd-b2a0-64667f51af5a · outbound
This paper cites Practices for governing agentic ai systems.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Practices for governing agentic ai systems
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.881476Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f5fb3972-8539-4f79-9013-0c4f198c65ed · outbound
This paper cites Cross-layer optimization for statistical qos provision in C-RAN with finite-length coding.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Cross-layer optimization for statistical qos provision in C-RAN with finite-length coding
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.900880Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation df460a80-19ad-4e27-b8de-b53799b11da5 · outbound
This paper cites Cross- layer optimization: Joint user scheduling and beamforming design with qos support in joint transmission networks.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Cross- layer optimization: Joint user scheduling and beamforming design with qos support in joint transmission networks
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.861178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6f4536bb-c873-4ea3-ac99-d34e6c406ff4 · outbound
This paper cites Proximal policy optimization for cross-layer joint design of miso beamforming and ris phase con- figuration.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Proximal policy optimization for cross-layer joint design of miso beamforming and ris phase con- figuration
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.834084Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c3fb4716-73c2-4366-b00d-754f00dfc832 · outbound
This paper cites On-demand optimization method for cross-layer topology in multi-task vleo and mega-leo heterogeneous satellite networks.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G On-demand optimization method for cross-layer topology in multi-task vleo and mega-leo heterogeneous satellite networks
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.905443Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 621778de-de58-4e7e-8804-047840b41f78 · outbound
This paper cites AI/ML for beyond 5G systems: Concepts, technology enablers & solutions.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G AI/ML for beyond 5G systems: Concepts, technology enablers & solutions
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.907674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 328f181a-1ce9-45c1-a36f-dcd14a2f57ec · outbound
This paper cites A review of the current usage of ai/ml for radio access network (ran).
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G A review of the current usage of ai/ml for radio access network (ran)
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.909715Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 60448968-3a5e-4929-bbd2-925695452fb5 · outbound
This paper cites SANSee: A physical-layer semantic-aware network- ing framework for distributed wireless sensing.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G SANSee: A physical-layer semantic-aware network- ing framework for distributed wireless sensing
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.902932Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 22cfd26c-7eaf-4d1b-a617-a0dbb4e9fe2f · outbound
This paper cites Optimizing through- put performance in distributed MIMO Wi-Fi networks using deep reinforcement learning.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Optimizing through- put performance in distributed MIMO Wi-Fi networks using deep reinforcement learning
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.852150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 79fc7993-433f-4cb6-be86-0688035e7e7b · outbound
This paper cites Toward decentral- ized task offloading and resource allocation in user-centric mec.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Toward decentral- ized task offloading and resource allocation in user-centric mec
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.843403Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6f64a159-864e-4716-b975-ba74546151d0 · outbound
This paper cites Towards an AI/ML-driven SMO framework in O-RAN: Scenar- ios, solutions, and challenges.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Towards an AI/ML-driven SMO framework in O-RAN: Scenar- ios, solutions, and challenges
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.827006Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 02f64985-be38-4473-917f-46a1c1eaadd1 · outbound
This paper cites 5G evolution: A view on 5G cellular technology beyond 3GPP release 15.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G 5G evolution: A view on 5G cellular technology beyond 3GPP release 15
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.887692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 93b3aa31-b926-49b1-8fe1-82d191bc4aea · outbound
This paper cites An overview of 5G advanced evolution in 3GPP release 18.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G An overview of 5G advanced evolution in 3GPP release 18
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.889775Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 08763efa-4a51-4838-afa9-1a6a45424d7e · outbound
This paper cites The bridge toward 6G: 5G-advanced evolution in 3GPP release 19.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G The bridge toward 6G: 5G-advanced evolution in 3GPP release 19
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.854719Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 146cb5ed-c3b1-4acc-bb51-4f710d1c5c05 · outbound
This paper cites Requirements of semantic-aware networking for future networks.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Requirements of semantic-aware networking for future networks
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.916505Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c9e9b041-8750-4b90-9d15-b03ca0191394 · outbound
This paper cites An introduction to semantic communication and semantic- aware networking standardization for 6G.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G An introduction to semantic communication and semantic- aware networking standardization for 6G
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.865883Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7ceae344-4577-49a1-a6e7-f3bcae840ca7 · outbound
This paper cites The roadmap to 6G: AI empowered wireless networks.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G The roadmap to 6G: AI empowered wireless networks
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.876706Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3ca12d36-70ae-4f7c-8ad0-8af4af8ed78b · outbound
This paper cites AI agents vs. agentic AI: A conceptual taxonomy, applications and challenges.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G AI agents vs. agentic AI: A conceptual taxonomy, applications and challenges
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.845542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4ebbb40a-abbe-4dad-82ec-ee1939d7bb63 · outbound
This paper cites Agent AI: Surveying the Horizons of Multimodal Interaction.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Agent AI: Surveying the Horizons of Multimodal Interaction
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T14:26:00.102692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 443f83e9-1954-4780-982c-f623bd439e28 · outbound
This paper cites Mobile-agent-v2: Mobile device operation assistant with effective navigation via multi-agent collaboration.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Mobile-agent-v2: Mobile device operation assistant with effective navigation via multi-agent collaboration
Reference 29
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T19:23:19.707922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d0700b26-47a2-4fdd-8870-8e43c190f1c1 · outbound
This paper cites Rethinking the bounds of LLM reasoning: Are multi-agent discussions the key?.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Rethinking the bounds of LLM reasoning: Are multi-agent discussions the key?
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.829209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6adf9281-4ca0-4f43-bf18-7378c89332c6 · outbound
This paper cites Self-refine: iterative refinement with self-feedback.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Self-refine: iterative refinement with self-feedback
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.879370Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b2e1f9b0-0753-4a1e-80e9-aa77ddfde37c · outbound
This paper cites Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T19:23:19.704354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8f16f154-00da-4599-86b9-4d9ab187a59c · outbound
This paper cites MoA is All You Need: Building LLM Research Team using Mixture of Agents.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G MoA is All You Need: Building LLM Research Team using Mixture of Agents
Reference 33
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T19:23:19.692503Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ec27cec1-a78d-49a8-ac97-433efa6b8f9a · outbound
This paper cites Mixture-of-Agents Enhances Large Language Model Capabilities.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Mixture-of-Agents Enhances Large Language Model Capabilities
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T19:29:34.516338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e0977864-7757-4867-a14b-9453bf128f81 · outbound
This paper cites Small Language Models are the Future of Agentic AI.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Small Language Models are the Future of Agentic AI
Reference 35
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T19:23:19.684037Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a6c1c793-ca0a-463e-9934-b11c456ad6c3 · outbound
This paper cites Agentic AI: Au- tonomous intelligence for complex goals—a comprehensive sur- vey.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Agentic AI: Au- tonomous intelligence for complex goals—a comprehensive sur- vey
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.892580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cd537541-8dbf-439f-8770-4507f58ee355 · outbound
This paper cites Mitigating gradient bias in multi-objective learning: A provably convergent approach.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Mitigating gradient bias in multi-objective learning: A provably convergent approach
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.868813Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c48915c8-ce0b-4a98-90cd-6af6da0c7b87 · outbound
This paper cites Three-way trade-off in multi-objective learn- ing: Optimization, generalization and conflict-avoidance.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Three-way trade-off in multi-objective learn- ing: Optimization, generalization and conflict-avoidance
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.883576Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 048bcb21-3128-4913-aa71-0b6edcfc2dfa · outbound
This paper cites Rethinking bias-variance trade-off for generalization of neural networks.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Rethinking bias-variance trade-off for generalization of neural networks
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.898794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f1f410db-cb63-4195-ab8e-4ca34365607d · outbound
This paper cites Your own mobile network.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Your own mobile network
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.885478Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 24f5dca0-b31f-4c05-91ee-a3ac0233ea23 · outbound
This paper cites Qwen Technical Report.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Qwen Technical Report
Reference 41
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T19:23:19.699799Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 59da4e93-dadc-424b-9f19-82d2b62058b2 · outbound
This paper cites OpenManus: An open-source framework for building general AI agents.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G OpenManus: An open-source framework for building general AI agents
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.840978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8f2a0559-6a80-41bf-b15e-6b7823cd3f05 · outbound
This paper cites Stein,Inadmissibility of the usual estimator for the mean of a multivariate normal distribution.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Stein,Inadmissibility of the usual estimator for the mean of a multivariate normal distribution
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.838615Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a9306246-a1cd-4090-882d-3c26178e4544 · outbound
This paper cites Time series forecasting using LSTM and ARIMA.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Time series forecasting using LSTM and ARIMA
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.894732Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a4a597b5-b56f-4a6b-8d46-ef134c927c4d · outbound
This paper cites N- beats: Neural basis expansion analysis for interpretable time series forecasting.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G N- beats: Neural basis expansion analysis for interpretable time series forecasting
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.859096Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a341d052-df34-4dde-8a5f-adeedcb14d7c · outbound
This paper cites A transformer-based framework for multivariate time series representation learning.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G A transformer-based framework for multivariate time series representation learning
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.896786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9277dbbd-9509-4ce2-94ef-32208c697b48 · outbound
This paper cites Informer: Beyond efficient transformer for long se- quence time-series forecasting.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Informer: Beyond efficient transformer for long se- quence time-series forecasting
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.856772Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f0785db2-34cc-4bdf-bc32-c81ee2722fcd · outbound
This paper cites Stability and generalization of stochastic optimization with nonconvex and nonsmooth problems.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Stability and generalization of stochastic optimization with nonconvex and nonsmooth problems
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.873803Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 94c2c19e-778e-49fc-bdfc-fd14505a2d02 · outbound
This paper cites Ping Zhang(Fellow, IEEE) is a professor in the School of Information and Communication Engineering at the Beijing University of Posts and Telecommunications.
SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G Ping Zhang(Fellow, IEEE) is a professor in the School of Information and Communication Engineering at the Beijing University of Posts and Telecommunications
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T19:23:19.831917Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
Observation 58e18545-2f0e-4840-a138-fe716f63ed64 · inbound
SANEmerg: An Emergent Communication Framework for Semantic-aware Agentic AI Networking cites this paper.
SANEmerg: An Emergent Communication Framework for Semantic-aware Agentic AI Networking SANet: A Semantic-aware Agentic AI Networking Framework for Cross-layer Optimization in 6G
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T19:41:10.637649Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.