Pith Number

pith:5YYVGI6K

pith:2025:5YYVGI6KMRCAV62RVC2K7JP2PU

not attested not anchored not stored refs pending

ASAP: Exploiting the Satisficing Generalization Edge in Neural Combinatorial Optimization

Han Fang, Paul Weng, Yutong Ban

arxiv:2501.17377 v4 · 2025-01-29 · 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{5YYVGI6KMRCAV62RVC2K7JP2PU}

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	2026-06-03T01:05:43.411846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee315323ca64440afb51a8b4afa5fa7d3edded8dd1e2b5af52afde879085d099

Aliases

arxiv: 2501.17377 · arxiv_version: 2501.17377v4 · doi: 10.48550/arxiv.2501.17377 · pith_short_12: 5YYVGI6KMRCA · pith_short_16: 5YYVGI6KMRCAV62R · pith_short_8: 5YYVGI6K

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/5YYVGI6KMRCAV62RVC2K7JP2PU \
  | 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: ee315323ca64440afb51a8b4afa5fa7d3edded8dd1e2b5af52afde879085d099

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b5bbe2a1af29b03a60480f68e384e749c8ef828851389d10ef0d6d1039a6789",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-29T02:12:34Z",
    "title_canon_sha256": "4372b8f994e29497520091d2f5e3d99e2d5cc04b13b09e1abab14fac5c9d2f8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17377",
    "kind": "arxiv",
    "version": 4
  }
}