Pith Number

pith:XN3VUOPR

pith:2024:XN3VUOPRYOSWNCS4HTWYIHGLO5

not attested not anchored not stored refs pending

Deep Learning Modeling Method for RF Devices Based on Uniform Noise Training Set

Houjun Wang, Jiayong Yu, Yindong Xiao, Zhaokun Hu, Zihang Gao

arxiv:2412.03936 v1 · 2024-12-05 · eess.SP · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XN3VUOPRYOSWNCS4HTWYIHGLO5}

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	2026-07-05T09:44:56.645308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb775a39f1c3a5668a5c3ced841ccb775fc7bf3bad88ff407c45dc430a52b0ac

Aliases

arxiv: 2412.03936 · arxiv_version: 2412.03936v1 · doi: 10.48550/arxiv.2412.03936 · pith_short_12: XN3VUOPRYOSW · pith_short_16: XN3VUOPRYOSWNCS4 · pith_short_8: XN3VUOPR

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/XN3VUOPRYOSWNCS4HTWYIHGLO5 \
  | 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: bb775a39f1c3a5668a5c3ced841ccb775fc7bf3bad88ff407c45dc430a52b0ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f89d9f28a230917480ff05b6bbad9ea2947a691ec6b98a0834366cf406752d2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2024-12-05T07:34:04Z",
    "title_canon_sha256": "b5496f8a7c34d59f65289fb3fc324ddca689b804107ed9d0f4f23e6a0cf157db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03936",
    "kind": "arxiv",
    "version": 1
  }
}