Pith Number

pith:UIXNMWH6

pith:2025:UIXNMWH6N2FLBZMFXOO5NNAKZP

not attested not anchored not stored refs pending

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review

Bogdan Gabrys, Johnny Peng, Katarzyna Musial, Thanh Tung Khuat

arxiv:2506.12322 v2 · 2025-06-14 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UIXNMWH6N2FLBZMFXOO5NNAKZP}

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

Reinforcing Dual-Path Reasoning in Spatial Vision Language Models

Receipt and verification

First computed	2026-07-05T11:24:23.376998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a22ed658fe6e8ab0e585bb9dd6b40acbc340e091b93f30f8255617de2220f03a

Aliases

arxiv: 2506.12322 · arxiv_version: 2506.12322v2 · doi: 10.48550/arxiv.2506.12322 · pith_short_12: UIXNMWH6N2FL · pith_short_16: UIXNMWH6N2FLBZMF · pith_short_8: UIXNMWH6

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/UIXNMWH6N2FLBZMFXOO5NNAKZP \
  | 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: a22ed658fe6e8ab0e585bb9dd6b40acbc340e091b93f30f8255617de2220f03a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ffc933a1ea7a0f265b36af65381b642a39813c3f37903f44b74345133302a71",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-14T03:13:05Z",
    "title_canon_sha256": "95f3e13bcc51d9365e7942563180c9cc9c7faa6ed886f095227455a89730e42a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.12322",
    "kind": "arxiv",
    "version": 2
  }
}