Pith Number

pith:74SPT2WM

pith:2020:74SPT2WMARUW64UG6U3RFSXREV

not attested not anchored not stored refs pending

Training Data Augmentation for Deep Learning Radio Frequency Systems

Alan J. Michaels, Steven Hauser, William C. Headley, William H. Clark IV

arxiv:2010.00178 v4 · 2020-10-01 · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{74SPT2WMARUW64UG6U3RFSXREV}

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	2026-07-05T02:16:49.374459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff24f9eacc04696f7286f53712caf1255cc6313af125efebdab607c7c847aa22

Aliases

arxiv: 2010.00178 · arxiv_version: 2010.00178v4 · doi: 10.48550/arxiv.2010.00178 · pith_short_12: 74SPT2WMARUW · pith_short_16: 74SPT2WMARUW64UG · pith_short_8: 74SPT2WM

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/74SPT2WMARUW64UG6U3RFSXREV \
  | 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: ff24f9eacc04696f7286f53712caf1255cc6313af125efebdab607c7c847aa22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfbaad2ad1a68b05690772d3e4f88e89d983246f316195e955569d5619b46c27",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-01T02:26:16Z",
    "title_canon_sha256": "a4002b233e0e8ca83daea3941197b9ef25b807caa9bc60ce318ae0bdf691664b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.00178",
    "kind": "arxiv",
    "version": 4
  }
}