Pith Number

pith:6LZJMFE2

pith:2019:6LZJMFE2JBV2VJBTVPP32TOZOX

not attested not anchored not stored refs pending

Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments

Gilbert Green, Kemal Davaslioglu, Michael Fowler, William C. Headley, Yalin E. Sagduyu, Yi Shi

arxiv:1909.11800 v1 · 2019-09-25 · cs.NI · 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{6LZJMFE2JBV2VJBTVPP32TOZOX}

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	2026-07-05T00:07:28.145197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2f296149a486baaa433abdfbd4dd975ec4f2dec5c896c8eeb8a1d0c8a45f14b

Aliases

arxiv: 1909.11800 · arxiv_version: 1909.11800v1 · doi: 10.48550/arxiv.1909.11800 · pith_short_12: 6LZJMFE2JBV2 · pith_short_16: 6LZJMFE2JBV2VJBT · pith_short_8: 6LZJMFE2

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/6LZJMFE2JBV2VJBTVPP32TOZOX \
  | 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: f2f296149a486baaa433abdfbd4dd975ec4f2dec5c896c8eeb8a1d0c8a45f14b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42238cc2916891b6769a5fb7daae951858ffe139c1d5e9842065001921b7635b",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2019-09-25T22:32:26Z",
    "title_canon_sha256": "8699c0ff7fa4c25360635c1a07b4fbd3284b45ec8f1b9f51ae8e99bd88fea87a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.11800",
    "kind": "arxiv",
    "version": 1
  }
}