Pith Number

pith:TLCFML72

pith:2023:TLCFML72MSBBQHZAT4UCICAIHD

not attested not anchored not stored refs pending

Deep Set Neural Networks for forecasting asynchronous bioprocess timeseries

Mariano Nicolas Cruz-Bournazou, Maxim Borisyak, Peter Neubauer, Stefan Born

arxiv:2312.02079 v2 · 2023-12-04 · 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{TLCFML72MSBBQHZAT4UCICAIHD}

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	2026-07-05T07:20:55.937473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ac4562ffa6482181f209f2824080838e076e219f4022c40f73cd70cc4ab1a8b

Aliases

arxiv: 2312.02079 · arxiv_version: 2312.02079v2 · doi: 10.48550/arxiv.2312.02079 · pith_short_12: TLCFML72MSBB · pith_short_16: TLCFML72MSBBQHZA · pith_short_8: TLCFML72

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/TLCFML72MSBBQHZAT4UCICAIHD \
  | 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: 9ac4562ffa6482181f209f2824080838e076e219f4022c40f73cd70cc4ab1a8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a26977f580c64a7d588d251e247929a2ebba01721d2725b1f7a54a4f4831038",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-04T17:46:57Z",
    "title_canon_sha256": "0ed26f64f2337eb77e5482287398d3db4de4a53f17da2e8215ed02a61b01c65d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02079",
    "kind": "arxiv",
    "version": 2
  }
}