Pith Number

pith:XOI7IIAE

pith:2025:XOI7IIAEHIVUDYY3Q4OMCH2SWH

not attested not anchored not stored refs pending

LVM4CSI: Enabling Direct Application of Pre-Trained Large Vision Models for Wireless Channel Tasks

Chao-Kai Wen, Jiajia Guo, Jun Zhang, Peiwen Jiang, Shi Jin

arxiv:2507.05121 v1 · 2025-07-07 · cs.IT · cs.AI · cs.CV · cs.LG · math.IT

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XOI7IIAEHIVUDYY3Q4OMCH2SWH}

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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

8 papers in Pith

Towards CSI-Native Foundation Models: A Channel-Adaptive Roadmap for 6G

Foundation Models for Wireless Communications: From PHY Intelligence to Network Autonomy

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

ComHymba: Low-Complexity Domain-Informed Foundation Model for Wireless Communications

PilotWiMAE: Pilot-Native Representation Learning for Wireless Channels

Receipt and verification

First computed	2026-07-05T11:33:09.311533Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb91f420043a2b41e31b871cc11f52b1fa3bb0e6c7dc9e53fff4cfd2ea589f7f

Aliases

arxiv: 2507.05121 · arxiv_version: 2507.05121v1 · doi: 10.48550/arxiv.2507.05121 · pith_short_12: XOI7IIAEHIVU · pith_short_16: XOI7IIAEHIVUDYY3 · pith_short_8: XOI7IIAE

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/XOI7IIAEHIVUDYY3Q4OMCH2SWH \
  | 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: bb91f420043a2b41e31b871cc11f52b1fa3bb0e6c7dc9e53fff4cfd2ea589f7f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d665d9429d7d3b2ec610658ee6d6b01af9cc679135ace0d9a195467ecbaa71e1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-07-07T15:33:55Z",
    "title_canon_sha256": "21e9024439e53d878440548c5cc959d35f758112c8010fc570a7e73508912cd6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05121",
    "kind": "arxiv",
    "version": 1
  }
}