Pith Number

pith:56GQSUT4

pith:2019:56GQSUT4GVBEBB4QZO6BSL4WMI

not attested not anchored not stored refs pending

Adaptive Model Refinement with Batch Bayesian Sampling for Optimization of Bio-inspired Flow Tailoring

Payam Ghassemi, Souma Chowdhury, Sumeet Sanjay Lulekar

arxiv:1906.00793 v1 · 2019-05-31 · math.OC · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{56GQSUT4GVBEBB4QZO6BSL4WMI}

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	2026-05-17T23:44:23.898201Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef8d09527c3542408790cbbc192f96620ea983f8343bc95431bdba6130adfb9a

Aliases

arxiv: 1906.00793 · arxiv_version: 1906.00793v1 · doi: 10.48550/arxiv.1906.00793 · pith_short_12: 56GQSUT4GVBE · pith_short_16: 56GQSUT4GVBEBB4Q · pith_short_8: 56GQSUT4

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/56GQSUT4GVBEBB4QZO6BSL4WMI \
  | 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: ef8d09527c3542408790cbbc192f96620ea983f8343bc95431bdba6130adfb9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c2825990e90fabdb7cb7dd0477fc10da3396596b7419396b4b657b1db4fa471",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2019-05-31T15:12:01Z",
    "title_canon_sha256": "52e53bd1deb2eee93a182511d3368352ce0ce2d3df2bcd2c62b313b2f4ec85f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.00793",
    "kind": "arxiv",
    "version": 1
  }
}