Pith Number

pith:ECSFY4VN

pith:2025:ECSFY4VN2OBP7G7YV6ZTUANMZK

not attested not anchored not stored refs pending

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

Ferhat Ozgur Catak, Murat Kuzlu, Umit Cali

arxiv:2501.01802 v1 · 2025-01-03 · cs.IT · cs.AI · eess.SP · math.IT

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ECSFY4VN2OBP7G7YV6ZTUANMZK}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

6 papers in Pith

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

SpikeWFM: Spiking-Aided Wireless Foundation Model for Robust Channel Prediction

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Adaptive 3D-RoPE: Physics-Aligned Rotary Positional Encoding for Wireless Foundation Models

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

Receipt and verification

First computed	2026-07-05T09:56:41.210875Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20a45c72add382ff9bf8afb33a01accabf010562e7d84db3b3d66a3c8a290db1

Aliases

arxiv: 2501.01802 · arxiv_version: 2501.01802v1 · doi: 10.48550/arxiv.2501.01802 · pith_short_12: ECSFY4VN2OBP · pith_short_16: ECSFY4VN2OBP7G7Y · pith_short_8: ECSFY4VN

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/ECSFY4VN2OBP7G7YV6ZTUANMZK \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 20a45c72add382ff9bf8afb33a01accabf010562e7d84db3b3d66a3c8a290db1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6fbf90f4798776c092c35a93702a54841f8fb5c43e1f4e410bf2b423c9cbea1",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-01-03T13:22:19Z",
    "title_canon_sha256": "f86808463d0504ceae9bb63476fab541aa6a4171cfe4442ecb4155aef3fca53c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01802",
    "kind": "arxiv",
    "version": 1
  }
}