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Paper Citation Record · LEDGER

BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2501.01802.

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

pith.paper-citation-record.v1
2501.01802 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:33:55.813016Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:40:07.436878Z

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 d0e0eb2a-3fe5-4b2a-be61-81915463ce2b · inbound

Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration cites this paper.

Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 105

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:55.813016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:55.813016Z digest=sha256:c866ed6718dcecc81ddedc027401fcc1d60a9d79645acd29827f4d499ec4c9c7

Observation c1a2ff74-e8b2-4059-826f-57c3bb9cc5c0 · inbound

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities cites this paper.

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T16:24:46.640365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:24:46.640365Z digest=sha256:36bfedc374a402f945fb0c2e0877d20d44cf585d22bf310abb67fda6bc22146c

Observation 78072f57-644c-483c-b8b2-cc853736653c · inbound

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design cites this paper.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-17T05:19:04.887500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-17T05:17:01.867481Z digest=sha256:2f202a6ca5524b525d1876c8bfd3e28b969a8cdac1ecfce44460612462b55b84

Observation 44b6e623-bba4-439c-a10c-d50b13746c04 · inbound

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design cites this paper.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-03T19:53:39.709349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T19:53:39.709349Z digest=sha256:261c77f3921b2c91e0106e3cc5d15ab47177f05a4ed42197514a3d997d4bea92

Observation f55a8a56-8da4-4d90-966d-86716dbb254a · inbound

AirFM-DDA: Air-Interface Foundation Model in the Delay-Doppler-Angle Domain for AI-Native 6G cites this paper.

AirFM-DDA: Air-Interface Foundation Model in the Delay-Doppler-Angle Domain for AI-Native 6G BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 18

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T07:01:49.032093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T07:00:52.738443Z digest=sha256:c6b89fbb05602181d5b428040f7a8536cbc5c8e487d4147beea557ad376b38e6

Observation a6814b75-1446-40b8-9841-a674875d367e · inbound

Adaptive 3D-RoPE: Physics-Aligned Rotary Positional Encoding for Wireless Foundation Models cites this paper.

Adaptive 3D-RoPE: Physics-Aligned Rotary Positional Encoding for Wireless Foundation Models BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T16:06:07.553774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-09T18:48:03.437788Z digest=sha256:0e4742678a3503bb158586327d3c75297db8f61936a6625deb4a87f2902aa8dc

Observation 62639b2c-7eab-478a-918a-a8d70576524d · inbound

Benchmarking Wireless Representations: High-Dimensional vs. Compressed Embeddings for Efficiency and Robustness cites this paper.

Benchmarking Wireless Representations: High-Dimensional vs. Compressed Embeddings for Efficiency and Robustness BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-09T05:55:30.115076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-08T19:24:06.241163Z digest=sha256:694e45ff77399fea3895920514218e58e5181dfe1e2273b15a9c2de07e50229c

Observation ab72c040-ddce-4bd3-bd92-fdf69c7f1d13 · inbound

SpikeWFM: Spiking-Aided Wireless Foundation Model for Robust Channel Prediction cites this paper.

SpikeWFM: Spiking-Aided Wireless Foundation Model for Robust Channel Prediction BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T15:03:31.759197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T06:09:18.504624Z digest=sha256:37e6a920b1e7870083129b1118f15d9c767122836e14e3c370a1090f2c724af3

Observation 71997d29-bd3b-42ca-8019-1cbe14fbf516 · inbound

CSI-CLIP++: A Scalable Channel Foundation Model for Wireless Communication via CIR-CSI Consistency cites this paper.

CSI-CLIP++: A Scalable Channel Foundation Model for Wireless Communication via CIR-CSI Consistency BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T20:40:07.439208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-25T19:58:57.660578Z digest=sha256:191ce375f2abc5f7899a261b8d9f229a41744d685b0636f96f6c02aceaf98604

Observation 638d1ce9-0e35-499a-b0f9-e0b4e1bb2269 · inbound

Generalizable and Computational Efficient Channel Extrapolation for 6G: A Configurable AI-Driven Framework Built from a Modular Perspective cites this paper.

Generalizable and Computational Efficient Channel Extrapolation for 6G: A Configurable AI-Driven Framework Built from a Modular Perspective BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T20:23:59.337147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:23:59.337147Z digest=sha256:c36cfe2fbe657a712f16e065a9ec6de95cb0baeb09904b6c10a23769f97d2d4b