Pith Number

pith:CMSZ5OOA

pith:2024:CMSZ5OOAAT2NODCJD2GJJT7FLB

not attested not anchored not stored refs pending

Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems

Igor G. Smit, Pavel Troubil, Wim P.M. Nuijten, Yaoxin Wu, Yingqian Zhang

arxiv:2412.14052 v1 · 2024-12-18 · cs.AI · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CMSZ5OOAAT2NODCJD2GJJT7FLB}

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	2026-07-05T09:51:12.868349Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13259eb9c004f4d70c491e8c94cfe5585a78dd6d42510fb9b5a3967a9419e013

Aliases

arxiv: 2412.14052 · arxiv_version: 2412.14052v1 · doi: 10.48550/arxiv.2412.14052 · pith_short_12: CMSZ5OOAAT2N · pith_short_16: CMSZ5OOAAT2NODCJ · pith_short_8: CMSZ5OOA

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/CMSZ5OOAAT2NODCJD2GJJT7FLB \
  | 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: 13259eb9c004f4d70c491e8c94cfe5585a78dd6d42510fb9b5a3967a9419e013

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1afa7759894f7bf027a8e548216625e70c2e2034918efa4647bccdb221e96649",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-18T17:05:33Z",
    "title_canon_sha256": "eace32afce91388f76f8a6c4bda46e853e42a8985b096ffdd2d44a37b9652186"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14052",
    "kind": "arxiv",
    "version": 1
  }
}