Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T00:10:26.600611Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 3 inbound Pith citation observations for arXiv:2511.02748.
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 2026-08-04T00:10:26.600611Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T09:51:17.661480Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-02T20:17:22.183742Z
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6881a5a4-92b4-45dc-bcdf-5400817846b3 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning World Models
Reference 1
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Unavailable: canonical work link unavailable.
Observation ab8aec98-91f9-4a32-a4d4-bdf7f22a32e9 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning World Models for Cognitive Agents: Transforming Edge Intelligence in Future Networks
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a01f472-5cfa-4d21-9f2e-477c379f02f7 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Edge General Intelligence Through World Models and Agentic AI: Fundamentals, Solutions, and Challenges
Reference 3
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Unavailable: canonical work link unavailable.
Observation 415a4728-ede6-4838-ae64-f09298e66585 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Autonomous networks: Exploring the evolution from level 0 to level 5,
Reference 4
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Unavailable: canonical work link unavailable.
Observation a5f2c95c-a7f7-4e99-86ba-8487ce6b9554 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning LLM-xApp: A Large Language Model Empowered Radio Resource Management xApp for 5G O-RAN,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c4465d4-ded7-4fa4-8bc0-75879b92f438 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning LLM-hRIC: LLM- empowered Hierarchical RAN Intelligent Control for O-RAN,
Reference 6
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Unavailable: canonical work link unavailable.
Observation f418bf23-5d88-4377-9e2c-5ccfa6c86689 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Intent-Based Network for RAN Management with Large Language Models
Reference 7
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Unavailable: canonical work link unavailable.
Observation 157f1519-3d28-4053-af71-8acaba8cf888 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Language Models Need Inductive Biases to Count Inductively,
Reference 8
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Unavailable: canonical work link unavailable.
Observation 4c9123fc-62bc-4a05-903b-a94d0e081368 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Scheduled Sampling for Sequence Prediction with Re- current Neural Networks,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df86f9e6-95c6-457f-9afe-78364164cca5 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Professor Forcing: A New Algorithm for Training Recurrent Networks,
Reference 10
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Unavailable: canonical work link unavailable.
Observation 5a59b05c-76eb-4164-a0f1-26d9377cc2f6 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Off-Policy Deep Reinforcement Learning without Exploration,
Reference 11
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Unavailable: canonical work link unavailable.
Observation 7cdda349-b85c-44c1-9ae2-781348b2b399 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Time Series Foundation Models: Benchmarking Challenges and Requirements,
Reference 12
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Unavailable: canonical work link unavailable.
Observation 846690d1-dd7d-4c11-a99f-62db5484493f · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Fidel-TS: A High-Fidelity Multimodal Benchmark for Time Series Forecasting
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f49861a-5592-473c-ae89-f1743c6abfb2 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Counterfactual Dynamics Forecasting — A New Setting of Spatio-Temporal Forecasting,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d9cf9ff-48c9-4ae5-b729-7e4dc8f6ba9f · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Understanding Physical Dynamics with Counterfactual World Modeling
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80c5af2c-a485-4dfd-934d-d3d8c56efd2f · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Simplified State Space Layers for Sequence Modeling,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 952e02b8-e083-4302-beb6-8d462dd3687c · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Rivaling Transformers: Multi-Scale Structured State-Space Mixtures for Agentic 6G O-RAN
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d230f6b6-5e4f-40eb-9198-7fd60c230058 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Stochastic Backpropaga- tion and Approximate Inference in Deep Generative Models,
Reference 18
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Unavailable: canonical work link unavailable.
Observation 57df26e5-b194-4c6b-9d03-684fc31c067d · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bba7b0f-7f27-4a61-8a1d-34c04bd08272 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc7d25cb-5045-4fe4-bc15-59733c3b4744 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning The Cross-Entropy Method for Combinatorial and Continuous Optimization,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c925287-ef55-4873-80a9-4e9c6be2023a · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Sample-Efficient and Smooth Cross-Entropy Method Model Predictive Control Using Deterministic Samples
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 579ab157-1afa-4f9a-a842-e74a5307fc7a · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning RWKV: Reinventing RNNs for the Transformer Era
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eac01e81-08af-4dbe-b484-d056824fa147 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Rethinking Attention with Performers,
Reference 24
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Unavailable: canonical work link unavailable.
Observation 7ede2026-a87c-44dc-a0ea-cefb72fa9606 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Retentive Network: A Successor to Transformer for Large Language Models
Reference 25
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Unavailable: canonical work link unavailable.
Observation f935be5a-4462-4499-bec6-c9ccea94091c · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Chronos: Learning the Language of Time Series,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 606c9c6a-c8da-41a3-85c1-e4021351c3c3 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning HiPPO: Recurrent Memory with Optimal Polynomial Projections,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 561c8212-c6f7-4bfb-bfcf-1c028f18a660 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Dreamer: Reinforcement Learning with World Models,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c113cfef-4767-42ef-83d6-f4f1ab20684f · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Mastering Atari with Discrete World Models,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08359413-a3ad-49cc-a363-5d9aaa685abf · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Dyna, an Integrated Architecture for Learning, Planning, and Reacting,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ea1ff79-4dc5-4e79-aff6-1a92b3ddb57a · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Generalized Kullback-Leibler Divergence Loss
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2a4859b-cc96-411f-a12c-e885fd7b9b83 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning (2023) O-RAN Architecture Overview
Reference 32
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Unavailable: canonical work link unavailable.
Observation 2f744ce2-acb7-4281-9975-5dcaf5730004 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning ETSI TS 104 040 V4.0.0: Publicly Available Specification (PAS); E2 interface: RAN Function-specific Service Models (O-RAN E2SMs),
Reference 33
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Unavailable: canonical work link unavailable.
Observation 352c1340-0ec4-4d90-8a66-216de67fd74b · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Squeeze-and-Excitation Networks,
Reference 34
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Unavailable: canonical work link unavailable.
Observation 58b1d052-05a7-4a9d-91f4-99067840cf06 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Language Modeling with Gated Convolutional Networks,
Reference 35
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Unavailable: canonical work link unavailable.
Observation 1d5c39c6-b17a-4a85-ac4a-847fd2c0f987 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Autoregressive Models: What Are They Good For?
Reference 36
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Unavailable: canonical work link unavailable.
Observation a1b14ca5-91af-4cd8-94ed-b121194fea89 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Unresolved cited work
Reference 37
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Unavailable: canonical work link unavailable.
Observation b712fb72-7a1e-40fb-bb7c-8615bd46471d · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Deep Learning for Time Series Forecasting: Tutorial and Survey,
Reference 38
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Unavailable: canonical work link unavailable.
Observation 4c9e3ca6-26ab-445b-ad3c-301cb8c2e1cc · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning DeepAR: Probabilistic forecasting with autoregressive recurrent networks,
Reference 39
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Unavailable: canonical work link unavailable.
Observation 84e82a12-4c40-49c9-8fc9-b2ba3df2dbce · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Unresolved cited work
Reference 40
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Unavailable: canonical work link unavailable.
Observation 0d03b3be-5cd3-4a01-996e-73fa2b56f4fa · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Preservation of Common Quadratic Lyapunov Functions and Pad ´e Approximations,
Reference 41
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Unavailable: canonical work link unavailable.
Observation aa865c27-94ca-46b6-bf75-c2cb6bec9c6a · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning On Pad ´e Approximations, Quadratic Stability and Discretization of Switched Linear Systems,
Reference 42
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Unavailable: canonical work link unavailable.
Observation a0fb5104-cde4-48ee-8865-b5c436f49b76 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Auto-Encoding Variational Bayes,
Reference 43
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Unavailable: canonical work link unavailable.
Observation 11c1362c-a6a1-4480-a6d0-94facb265e23 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Unresolved cited work
Reference 44
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Unavailable: canonical work link unavailable.
Observation 4e44748c-169b-4a31-80af-0a9ea8345d38 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning An Experimental Reservoir-Augmented Foundation Model: 6G O-RAN Case Study
Reference 45
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Unavailable: canonical work link unavailable.
Observation 6105f0d6-eb4b-4391-bab2-f2107c8c39bd · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Learning Low-Dimensional Representation for O-RAN Testing via Transformer- ESN,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f67093b-bca1-481b-b1ec-5ae0778e4393 · outbound
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning Available: https://sites.engineering.ucsb.edu/ ∼jbraw/mpc/ MPC-book-2nd-edition-1st-printing.pdf
Reference 2017
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Unavailable: canonical work link unavailable.
Observation 7c875a2e-acff-40c1-96f5-9bf3c8b22d49 · inbound
LLM-Based Agentic Negotiation for 6G: Addressing Uncertainty Neglect and Tail-Event Risk Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dce4948f-3367-4c2a-aac6-961abb279744 · inbound
LiQSS: Post-Transformer Linear Quantum-Inspired State-Space Tensor Networks for Real-Time 6G Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning
Reference 12
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Unavailable: canonical work link unavailable.
Observation e6049fdb-2d43-43d6-a704-691927581ea1 · inbound
Mitigating Anchoring Bias in LLM-Based Agents for Energy-Efficient 6G Autonomous Networks Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.