Pith Number

pith:TCBMP5YN

pith:2023:TCBMP5YN6YBGLKQTRIXX6SRVGN

not attested not anchored not stored refs pending

Streamlined Framework for Agile Forecasting Model Development towards Efficient Inventory Management

Jonathan Hans Soeseno, Sergio Gonz\'alez, Trista Pei-Chun Chen

arxiv:2304.06344 v1 · 2023-04-13 · 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{TCBMP5YN6YBGLKQTRIXX6SRVGN}

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	2026-07-05T06:00:42.398168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9882c7f70df60265aa138a2f7f4a353351510eafe8d820b0aea4fb4a7fd58aed

Aliases

arxiv: 2304.06344 · arxiv_version: 2304.06344v1 · doi: 10.48550/arxiv.2304.06344 · pith_short_12: TCBMP5YN6YBG · pith_short_16: TCBMP5YN6YBGLKQT · pith_short_8: TCBMP5YN

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/TCBMP5YN6YBGLKQTRIXX6SRVGN \
  | 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: 9882c7f70df60265aa138a2f7f4a353351510eafe8d820b0aea4fb4a7fd58aed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb9ae8a3468f1dec44972251bf0929169150eb4ebf5a30153cc9cb9d2284514d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-13T08:52:32Z",
    "title_canon_sha256": "6655b545f67601d9442af53d6d35604394ff3a21ef179e272557fc002fbd8166"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.06344",
    "kind": "arxiv",
    "version": 1
  }
}