Pith Number

pith:VZEBUQII

pith:2025:VZEBUQIIXKGDMOOSRZ7VVRGGUD

not attested not anchored not stored refs pending

A Wireless Foundation Model for Multi-Task Prediction

Geoffrey Ye Li, Hao Ye, Jiacheng Wang, Le Liang, Shi Jin, Xingyu Zhou, Yucheng Sheng

arxiv:2507.05938 v2 · 2025-07-08 · cs.AI · cs.IT · cs.LG · math.IT

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\usepackage{pith}
\pithnumber{VZEBUQIIXKGDMOOSRZ7VVRGGUD}

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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

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

ConsisFormer: Compute-Efficient Transformer for Wireless Foundation Models Based on Channel Consistency

A Unified Adaptive Feature Composition Framework for Multi-Task Generalization in Wireless Foundation Models

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

PilotWiMAE: Pilot-Native Representation Learning for Wireless Channels

Receipt and verification

First computed	2026-07-05T11:48:51.332360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae481a4108ba8c3639d28e7f5ac4c6a0c5862c0230bf18953a96f02c08c1523b

Aliases

arxiv: 2507.05938 · arxiv_version: 2507.05938v2 · doi: 10.48550/arxiv.2507.05938 · pith_short_12: VZEBUQIIXKGD · pith_short_16: VZEBUQIIXKGDMOOS · pith_short_8: VZEBUQII

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/VZEBUQIIXKGDMOOSRZ7VVRGGUD \
  | 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: ae481a4108ba8c3639d28e7f5ac4c6a0c5862c0230bf18953a96f02c08c1523b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53844f8577e5ef2721b482853806d66b75f1d53395308f8d52b80e6a575c891d",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-08T12:37:55Z",
    "title_canon_sha256": "325ae5c25cc22a87dd8c138eaffba128762c40edb5e0fe4a666c5a1cd44faadc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05938",
    "kind": "arxiv",
    "version": 2
  }
}