Pith Number

pith:7GBJCXS2

pith:2022:7GBJCXS2VI2OLFHOYBH7XYLXTU

not attested not anchored not stored refs pending

When Bioprocess Engineering Meets Machine Learning: A Survey from the Perspective of Automated Bioprocess Development

Ernesto Martinez, Jong Woo Kim, Katharina Paulick, Lars Schmidt-Thieme, Mariano Nicolas Cruz-Bournazou, Marie-Therese Schermeyer, Maxim Borisyak, Nghia Duong-Trung, Peter Neubauer, Randolf Scholz, Stefan Born, Thorben Werner

arxiv:2209.01083 v2 · 2022-09-02 · 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{7GBJCXS2VI2OLFHOYBH7XYLXTU}

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	2026-07-05T05:12:15.306407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f982915e5aaa34e594eec04ffbe1779d0851527eb6ffd9356699d52171b263f3

Aliases

arxiv: 2209.01083 · arxiv_version: 2209.01083v2 · doi: 10.48550/arxiv.2209.01083 · pith_short_12: 7GBJCXS2VI2O · pith_short_16: 7GBJCXS2VI2OLFHO · pith_short_8: 7GBJCXS2

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/7GBJCXS2VI2OLFHOYBH7XYLXTU \
  | 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: f982915e5aaa34e594eec04ffbe1779d0851527eb6ffd9356699d52171b263f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c2181ff3efefebda27186f778ea4aa35937228f344424e32f2cfb75abf31d68",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-02T14:30:49Z",
    "title_canon_sha256": "0f89b5ece0fc0e1774f4f65b26c4a8316995cbac00cf045a5193ea544295517a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.01083",
    "kind": "arxiv",
    "version": 2
  }
}