Pith Number

pith:LP2BINP4

pith:2022:LP2BINP4YPFPQUTEXI5TDNNRPD

not attested not anchored not stored refs pending

Bayesian Optimisation-Assisted Neural Network Training Technique for Radio Localisation

Peizheng Li, Xingchi Liu, Ziming Zhu

arxiv:2203.04032 v1 · 2022-03-08 · 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{LP2BINP4YPFPQUTEXI5TDNNRPD}

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	2026-07-05T04:03:05.322899Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bf41435fcc3caf85264ba3b31b5b178e89bc08bbcd97398c367fa9d4663a276

Aliases

arxiv: 2203.04032 · arxiv_version: 2203.04032v1 · doi: 10.48550/arxiv.2203.04032 · pith_short_12: LP2BINP4YPFP · pith_short_16: LP2BINP4YPFPQUTE · pith_short_8: LP2BINP4

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/LP2BINP4YPFPQUTEXI5TDNNRPD \
  | 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: 5bf41435fcc3caf85264ba3b31b5b178e89bc08bbcd97398c367fa9d4663a276

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efbb2a639090f2eaf73cb0693d6eab604bdaa74d14d6624911cde46e20134a74",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-08T11:46:41Z",
    "title_canon_sha256": "fc092a211efa87ade60100bd50c2d52d23682e24d9d56ba989f6ff8c6c07f017"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.04032",
    "kind": "arxiv",
    "version": 1
  }
}