Pith Number

pith:DLG4LFIX

pith:2025:DLG4LFIXLUCQDOWWKOV5MDLMSN

not attested not anchored not stored refs pending

Enhancing Obsolescence Forecasting with Deep Generative Data Augmentation: A Semi-Supervised Framework for Low-Data Industrial Applications

Claude Baron, Elie Saad, Marc Zolghadri, Mariem Besbes, Victor Czmil, Vincent Bourgeois

arxiv:2505.01261 v1 · 2025-05-02 · 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{DLG4LFIXLUCQDOWWKOV5MDLMSN}

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	2026-07-05T10:57:48.531156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1acdc595175d0501bad653abd60d6c9366dc890249ddd664aaeb36acd3befdcb

Aliases

arxiv: 2505.01261 · arxiv_version: 2505.01261v1 · doi: 10.48550/arxiv.2505.01261 · pith_short_12: DLG4LFIXLUCQ · pith_short_16: DLG4LFIXLUCQDOWW · pith_short_8: DLG4LFIX

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/DLG4LFIXLUCQDOWWKOV5MDLMSN \
  | 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: 1acdc595175d0501bad653abd60d6c9366dc890249ddd664aaeb36acd3befdcb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffc5cd454c4bdbd8fe483e000e70f7f48cc46b46d9230a6a03cef4c1c91a4913",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-02T13:28:50Z",
    "title_canon_sha256": "1ddf3a65fe49affd45b8c4fa076096f04d360ce7c89bc0a5174ff693837e6003"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01261",
    "kind": "arxiv",
    "version": 1
  }
}