Pith Number

pith:EHW54MOC

pith:2024:EHW54MOC3OFNWIWSUVTSAWPZTR

not attested not anchored not stored refs pending

Uncertainty Quantification Using Ensemble Learning and Monte Carlo Sampling for Performance Prediction and Monitoring in Cell Culture Processes

Bogdan Gabrys, Ellen Otte, Robert Bassett, Thanh Tung Khuat

arxiv:2409.02149 v1 · 2024-09-03 · q-bio.QM · 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{EHW54MOC3OFNWIWSUVTSAWPZTR}

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

Multipath Adaptive Gated Bottleneck Latent ODE with Raman Data Fusion for Cell Culture Process Forecasting

Receipt and verification

First computed	2026-07-05T09:02:42.753427Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21edde31c2db8adb22d2a5672059f99c625ded3fe90cb983c0b9cf32e999b3ef

Aliases

arxiv: 2409.02149 · arxiv_version: 2409.02149v1 · doi: 10.48550/arxiv.2409.02149 · pith_short_12: EHW54MOC3OFN · pith_short_16: EHW54MOC3OFNWIWS · pith_short_8: EHW54MOC

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/EHW54MOC3OFNWIWSUVTSAWPZTR \
  | 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: 21edde31c2db8adb22d2a5672059f99c625ded3fe90cb983c0b9cf32e999b3ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28395b690e5dd2b5b6c74700393647f1b67cec0bf94413b2a6fc675ea364e6f0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2024-09-03T09:38:32Z",
    "title_canon_sha256": "a35ca5fdbdd14f69fd65bf1cc99c671bce29e3aeb51040cb850a73375084b480"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.02149",
    "kind": "arxiv",
    "version": 1
  }
}