Pith Number

pith:YQMSNBKQ

pith:2020:YQMSNBKQL7QV7BJBGIWDJBJCHM

not attested not anchored not stored refs pending

Optimizing Wireless Systems Using Unsupervised and Reinforced-Unsupervised Deep Learning

Chengjian Sun, Chenyang Yang, Dong Liu, Lajos Hanzo

arxiv:2001.00784 v1 · 2020-01-03 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YQMSNBKQL7QV7BJBGIWDJBJCHM}

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	2026-07-05T00:29:32.323835Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4192685505fe15f8521322c3485223b355d342b090956c8d873ff32d672cefe

Aliases

arxiv: 2001.00784 · arxiv_version: 2001.00784v1 · doi: 10.48550/arxiv.2001.00784 · pith_short_12: YQMSNBKQL7QV · pith_short_16: YQMSNBKQL7QV7BJB · pith_short_8: YQMSNBKQ

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/YQMSNBKQL7QV7BJBGIWDJBJCHM \
  | 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: c4192685505fe15f8521322c3485223b355d342b090956c8d873ff32d672cefe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5bd02aa4c362d8e2958987733125c60eb2f821e9ffba0f43e4f2eea3b6f571ff",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-03T11:01:52Z",
    "title_canon_sha256": "f4af8bfdae9a92155f113e183603fba69e6bf22b05025fdc0f599c2d4438e38e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.00784",
    "kind": "arxiv",
    "version": 1
  }
}