Pith Number

pith:JFRB7UI4

pith:2025:JFRB7UI47WYDOLIDPXGQ3LYA35

not attested not anchored not stored refs pending

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring

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

arxiv:2509.02606 v1 · 2025-08-29 · 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{JFRB7UI47WYDOLIDPXGQ3LYA35}

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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	2026-07-05T12:03:54.160271Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49621fd11cfdb0372d037dcd0daf00df5d4a7fd9f1675675483e4d528007aae0

Aliases

arxiv: 2509.02606 · arxiv_version: 2509.02606v1 · doi: 10.48550/arxiv.2509.02606 · pith_short_12: JFRB7UI47WYD · pith_short_16: JFRB7UI47WYDOLID · pith_short_8: JFRB7UI4

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/JFRB7UI47WYDOLIDPXGQ3LYA35 \
  | 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: 49621fd11cfdb0372d037dcd0daf00df5d4a7fd9f1675675483e4d528007aae0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60d5988dc6eb8a7b9ef9375c65ae00fcd585668c7d1800c0f5e3fddea743a7e0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2025-08-29T22:26:13Z",
    "title_canon_sha256": "245b00aa2bc1612fd10661d24b2f83897a2326baf51b5a44d02ed419d7397a7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.02606",
    "kind": "arxiv",
    "version": 1
  }
}