Pith Number

pith:5GDFFCGB

pith:2020:5GDFFCGBFKV2QRBGABVR2WUHUL

not attested not anchored not stored refs pending

Warm Starting CMA-ES for Hyperparameter Optimization

Masahiro Nomura, Masaki Onishi, Shuhei Watanabe, Yoshihiko Ozaki, Youhei Akimoto

arxiv:2012.06932 v1 · 2020-12-13 · 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{5GDFFCGBFKV2QRBGABVR2WUHUL}

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.

Cited by

1 paper in Pith

Deep Inertial Pose: A deep learning approach for human pose estimation

Receipt and verification

First computed	2026-07-05T01:59:01.500732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9865288c12aaba84426006b1d5a87a2f3f39c67b4292c1898c7f68534687bd5

Aliases

arxiv: 2012.06932 · arxiv_version: 2012.06932v1 · doi: 10.48550/arxiv.2012.06932 · pith_short_12: 5GDFFCGBFKV2 · pith_short_16: 5GDFFCGBFKV2QRBG · pith_short_8: 5GDFFCGB

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/5GDFFCGBFKV2QRBGABVR2WUHUL \
  | 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: e9865288c12aaba84426006b1d5a87a2f3f39c67b4292c1898c7f68534687bd5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5b8d7dd4437fac367369af07f6d40dc501b70850849631b94733e7514ce079d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-13T00:50:26Z",
    "title_canon_sha256": "e0588ffc14299fc73c3838ea1534a03de9ffdbd375e16e432e4f897f868f3558"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.06932",
    "kind": "arxiv",
    "version": 1
  }
}