Paper Citation Record · LEDGER

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition

As of 13 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 2 inbound Pith citation observations for arXiv:2501.08007.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.08007 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:35:32.426129Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:35:39.374969Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-01T10:25:42.072341Z

Reference resolution

35 of 35 outbound references displayed

verified exact1
verified fuzzy31
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f336cf1a-aa17-44af-8f6f-5ba213d0a81e · outbound

This paper cites Toward smart wireless communications via intelligent reflecting surfaces: A contemporary survey,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Toward smart wireless communications via intelligent reflecting surfaces: A contemporary survey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.391379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a8eb56ab-4542-4369-b8c1-b77e609f0c20 · outbound

This paper cites Intelligent reflecting surface-aided wireless communications: A tutorial,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Intelligent reflecting surface-aided wireless communications: A tutorial,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T20:35:32.227020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6445109-7fa7-4deb-ac0d-c670369431e5 · outbound

This paper cites Reconfigurable intelligent surfaces for wireless communica- tions: Principles, challenges, and opportunities,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Reconfigurable intelligent surfaces for wireless communica- tions: Principles, challenges, and opportunities,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.339861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a97adec8-ec55-44ae-98a3-d5d867f0631a · outbound

This paper cites Collaborative intelligent reflecting surface networks with multi-agent reinforcement learning,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Collaborative intelligent reflecting surface networks with multi-agent reinforcement learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.294464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d4db29bc-f2cf-47da-96fe-54403a672449 · outbound

This paper cites Active IRS aided multiple access for energy-constrained IoT systems,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Active IRS aided multiple access for energy-constrained IoT systems,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.268636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 560fdc33-a8ba-4dd2-83d8-de802cac9146 · outbound

This paper cites Intelligent reflecting surfaces: Physics, propagation, and pathloss modeling,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Intelligent reflecting surfaces: Physics, propagation, and pathloss modeling,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.241593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c04a643f-27dc-4e99-ab1a-299bfcd10cdc · outbound

This paper cites Towards smart and reconfigurable environment: Intelligent reflecting surface aided wireless network,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Towards smart and reconfigurable environment: Intelligent reflecting surface aided wireless network,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T20:35:32.263052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f9cefa7-df57-44a9-aff0-ce059583e0b7 · outbound

This paper cites IRS aided MEC systems with binary offloading: A unified framework for dynamic IRS beamforming,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition IRS aided MEC systems with binary offloading: A unified framework for dynamic IRS beamforming,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.179100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bdea24e3-6d68-4409-878a-62730c2ffc54 · outbound

This paper cites Reconfigurable intelligent surfaces for 6G systems: Prin- ciples, applications, and research directions,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Reconfigurable intelligent surfaces for 6G systems: Prin- ciples, applications, and research directions,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.154366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ea415a7e-0ce9-4f3a-afb7-b78cc179a203 · outbound

This paper cites How often channel estimation is required for adaptive IRS beamforming: A bilevel deep reinforcement learning approach,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition How often channel estimation is required for adaptive IRS beamforming: A bilevel deep reinforcement learning approach,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.129328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 84e29300-1429-4fa5-acce-715df5002cef · outbound

This paper cites IRS-aided wireless powered MEC systems: TDMA or NOMA for computation offloading?.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition IRS-aided wireless powered MEC systems: TDMA or NOMA for computation offloading?

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.107558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3fd25b60-2883-4590-b398-452070d735d6 · outbound

This paper cites Intelligent reflecting surface meets OFDM: Protocol design and rate maximization,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Intelligent reflecting surface meets OFDM: Protocol design and rate maximization,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.074560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 78d971bb-34c9-4b76-af21-c124ee7278ea · outbound

This paper cites Channel estimation and low-complexity beamforming design for passive intelligent surface assisted MISO wire- less energy transfer,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Channel estimation and low-complexity beamforming design for passive intelligent surface assisted MISO wire- less energy transfer,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.050244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2923cbc5-5193-4b98-b73d-c40f3ee2ec98 · outbound

This paper cites An optimal channel estimation scheme for intelligent reflecting surfaces based on a minimum variance unbiased estimator,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition An optimal channel estimation scheme for intelligent reflecting surfaces based on a minimum variance unbiased estimator,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:33.022254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1fc9af98-7883-49bf-906a-7acbb791b984 · outbound

This paper cites Intelligent reflecting surface: Joint optimal training se- quence and refection pattern,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Intelligent reflecting surface: Joint optimal training se- quence and refection pattern,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.996516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1da8baf2-4b73-4d9f-b90d-3dea6e7a9d57 · outbound

This paper cites Blockchain assisted decentralized federated learning (BLADE-FL): Performance analysis and resource allocation,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Blockchain assisted decentralized federated learning (BLADE-FL): Performance analysis and resource allocation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.957314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f1b58d36-d32f-4c7c-bc3e-afedc56db785 · outbound

This paper cites Path planning for UA V-mounted mobile edge computing with deep reinforcement learning,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Path planning for UA V-mounted mobile edge computing with deep reinforcement learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.931076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1fda2624-487d-4429-a751-eba779dbf33d · outbound

This paper cites Federated learning in intelligent transportation systems: Recent applications and open problems,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Federated learning in intelligent transportation systems: Recent applications and open problems,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.908980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 102ff73b-cdbc-46d3-9264-a38fffe53436 · outbound

This paper cites Deep channel learning for large intelligent surfaces aided mm-wave massive MIMO systems,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Deep channel learning for large intelligent surfaces aided mm-wave massive MIMO systems,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.876146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 80825caa-f5e3-48c7-95cf-973e440b667b · outbound

This paper cites Channel estimation for intelligent reflecting surface aided wireless communications using conditional GAN,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Channel estimation for intelligent reflecting surface aided wireless communications using conditional GAN,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.838301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1467df71-6ca2-4b18-a21f-b9950a85a21f · outbound

This paper cites Decision transformer for IRS-assisted systems with diffusion-driven generative channels,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Decision transformer for IRS-assisted systems with diffusion-driven generative channels,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.814855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a3dbca06-b22b-48ff-aa4d-143b12abc5e4 · outbound

This paper cites Grouping-based channel estimation scheme for IRS-assisted wireless communications network,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Grouping-based channel estimation scheme for IRS-assisted wireless communications network,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.781621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0a02d957-2f49-4a19-ab15-dcd6cb1d0992 · outbound

This paper cites A framework of robust transmission design for IRS-aided MISO communications with imperfect cascaded channels,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition A framework of robust transmission design for IRS-aided MISO communications with imperfect cascaded channels,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.758499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 65fb5fe3-0011-4125-850c-63fc1a4939f8 · outbound

This paper cites Deep reinforce- ment learning for intelligent reflecting surfaces: Towards standalone operation,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Deep reinforce- ment learning for intelligent reflecting surfaces: Towards standalone operation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.727721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5eab060d-75a7-4394-9c76-76f173538bf3 · outbound

This paper cites Deep reinforcement learning-based intelligent reflecting surface for secure wireless communications,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Deep reinforcement learning-based intelligent reflecting surface for secure wireless communications,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.693279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d69a099a-9213-47a6-82c9-f8d61ce7a0a4 · outbound

This paper cites Intelligent reflecting surface configurations for smart radio using deep reinforcement learning,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Intelligent reflecting surface configurations for smart radio using deep reinforcement learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.669984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0e7f2d08-d9cd-4f9a-96f2-d091a8a3776d · outbound

This paper cites Deep reinforcement learning based intelligent reflecting surface optimization for MISO communica- tion systems,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Deep reinforcement learning based intelligent reflecting surface optimization for MISO communica- tion systems,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T20:35:32.381081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eba55f3b-816e-4da2-8b14-63febfb140b4 · outbound

This paper cites Deep reinforcement learning for robust beamforming in IRS-assisted wireless communications,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Deep reinforcement learning for robust beamforming in IRS-assisted wireless communications,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.632453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6e1582f1-c8d5-4354-a1a1-64f3a7883ccc · outbound

This paper cites Proximal policy optimization-based transmit beamforming and phase-shift design in an IRS-aided ISAC system for the THz band,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Proximal policy optimization-based transmit beamforming and phase-shift design in an IRS-aided ISAC system for the THz band,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.609445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 14cc0cd1-7639-42b7-b71c-d661ecf6ea6d · outbound

This paper cites Decision transformer: Reinforcement learning via sequence modeling,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Decision transformer: Reinforcement learning via sequence modeling,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.591338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f114f5b0-504c-46ca-a86a-5cae4952334b · outbound

This paper cites Decision Transformers for Wireless Communications: A New Paradigm of Resource Management.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Decision Transformers for Wireless Communications: A New Paradigm of Resource Management

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:35:32.480937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e2bf28c0-6368-40ac-9e75-20e125a0d6bb · outbound

This paper cites Denoising diffusion probabilistic models,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Denoising diffusion probabilistic models,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.570010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3ab90311-e23f-4fca-a33e-8ebeced7293a · outbound

This paper cites Beamforming optimization for intelligent reflect- ing surface with discrete phase shifts,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Beamforming optimization for intelligent reflect- ing surface with discrete phase shifts,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.548712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b402dea2-34ea-4945-a685-c561cdbfdd20 · outbound

This paper cites Rayleigh fading modeling and channel hardening for reconfigurable intelligent surfaces,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Rayleigh fading modeling and channel hardening for reconfigurable intelligent surfaces,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.520460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6a5919ba-edcf-4301-bd1e-b155f3f1fc46 · outbound

This paper cites Massive mimo networks: Spectral, energy, and hardware efficiencymassive mimo networks: Spec- tral, energy, and hardware efficiency,.

Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition Massive mimo networks: Spectral, energy, and hardware efficiencymassive mimo networks: Spec- tral, energy, and hardware efficiency,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:35:32.501466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

Observation aebe7b14-859e-4036-a358-d90b72f809cf · inbound

Censored Sampling for Topology Design: Guiding Diffusion with Human Preferences cites this paper.

Censored Sampling for Topology Design: Guiding Diffusion with Human Preferences Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-06T05:35:39.374969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6a59155-53b2-44f0-a37b-e1e8f07c54fa · inbound

Optimization Algorithms for Joint OFDM Waveform Design and RIS Configuration in 6G Networks: From Convex Relaxation to Foundation Models cites this paper.

Optimization Algorithms for Joint OFDM Waveform Design and RIS Configuration in 6G Networks: From Convex Relaxation to Foundation Models Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:25:42.073788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.