Pith Number

pith:FO65E6XM

pith:2025:FO65E6XMIF53PPHNFQG35PO42E

not attested not anchored not stored refs pending

Data Can Speak for Itself: Quality-guided Utilization of Wireless Synthetic Data

Bo Liang, Chen Gong, Chenren Xu, Wei Gao

arxiv:2506.23174 v1 · 2025-06-29 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FO65E6XMIF53PPHNFQG35PO42E}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:29:17.085134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bbdd27aec417bb7bced2c0dbebddcd13aeef506169654759af8882fee29766b

Aliases

arxiv: 2506.23174 · arxiv_version: 2506.23174v1 · doi: 10.48550/arxiv.2506.23174 · pith_short_12: FO65E6XMIF53 · pith_short_16: FO65E6XMIF53PPHN · pith_short_8: FO65E6XM

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/FO65E6XMIF53PPHNFQG35PO42E \
  | 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: 2bbdd27aec417bb7bced2c0dbebddcd13aeef506169654759af8882fee29766b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b9c17a9b7099e592e536703c3dc4b00340b69015cd0850dba37a6c1afb4f0a6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-29T10:17:39Z",
    "title_canon_sha256": "80d9e6aaa9681c0d1185fddca3cce7bf79b9e2f283457f8c9bcbfbad8848e1f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23174",
    "kind": "arxiv",
    "version": 1
  }
}