Pith Number

pith:RMMCLK3L

pith:2024:RMMCLK3LCUNIWNNUSPV2I2BOQT

not attested not anchored not stored refs pending

Learning to Handle Complex Constraints for Vehicle Routing Problems

Jianan Zhou, Jieyi Bi, Jie Zhang, Wen Song, Yaoxin Wu, Yining Ma, Zhiguang Cao

arxiv:2410.21066 v1 · 2024-10-28 · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RMMCLK3LCUNIWNNUSPV2I2BOQT}

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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

1 paper in Pith

CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems

Receipt and verification

First computed	2026-07-05T09:27:15.077651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b1825ab6b151a8b35b493eba4682e84e9a2342a2913d88fc90714eaf505f311

Aliases

arxiv: 2410.21066 · arxiv_version: 2410.21066v1 · doi: 10.48550/arxiv.2410.21066 · pith_short_12: RMMCLK3LCUNI · pith_short_16: RMMCLK3LCUNIWNNU · pith_short_8: RMMCLK3L

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/RMMCLK3LCUNIWNNUSPV2I2BOQT \
  | 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: 8b1825ab6b151a8b35b493eba4682e84e9a2342a2913d88fc90714eaf505f311

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2de85690fa10fbd0d76ec9f7961252e380c9148997c92ca1d2371f5ded8c7cb1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-28T14:26:54Z",
    "title_canon_sha256": "9c19b95f9b4ad7fe5389a05762a3739f0d517b9886b514a3b7c753d12ca00840"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21066",
    "kind": "arxiv",
    "version": 1
  }
}