Pith Number

pith:GS3CZ4NE

pith:2025:GS3CZ4NE5B6EYW4TB6TJGY76RI

not attested not anchored not stored refs pending

PROPEL: Supervised and Reinforcement Learning for Large-Scale Supply Chain Planning

Pascal Van Hentenryck, Reza Zandehshahvar, Vahid Eghbal Akhlaghi

arxiv:2504.07383 v1 · 2025-04-10 · 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{GS3CZ4NE5B6EYW4TB6TJGY76RI}

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

2 papers in Pith

Fusing Backdoors, Machine Learning, and Optimization for Large-Scale Parametric Mixed-Integer Programs

ID-PaS+ : Identity-Aware Predict-and-Search for General Mixed-Integer Linear Programs

Receipt and verification

First computed	2026-07-05T10:47:07.939880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34b62cf1a4e87c4c5b930fa69363fe8a144f9e9ea0b855bf81d9be93ef03dc43

Aliases

arxiv: 2504.07383 · arxiv_version: 2504.07383v1 · doi: 10.48550/arxiv.2504.07383 · pith_short_12: GS3CZ4NE5B6E · pith_short_16: GS3CZ4NE5B6EYW4T · pith_short_8: GS3CZ4NE

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/GS3CZ4NE5B6EYW4TB6TJGY76RI \
  | 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: 34b62cf1a4e87c4c5b930fa69363fe8a144f9e9ea0b855bf81d9be93ef03dc43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "deb48ffd5555b861f5115b133931cdba9c7756bf8dc03c7463fa97d0fd219fac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-10T02:04:29Z",
    "title_canon_sha256": "ba9dbc86cbb44d53fa34e73399de92ad3a022a65e00115ca6e04ae0cdf2f59a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.07383",
    "kind": "arxiv",
    "version": 1
  }
}