Pith Number

pith:WH7XA3JY

pith:2024:WH7XA3JYY7Y74FIBDAESWTVG26

not attested not anchored not stored refs pending

Collaboration! Towards Robust Neural Methods for Routing Problems

Jianan Zhou, Jie Zhang, Wen Song, Yaoxin Wu, Zhiguang Cao, Zhiqi Shen

arxiv:2410.04968 v1 · 2024-10-07 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WH7XA3JYY7Y74FIBDAESWTVG26}

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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	2026-07-05T09:16:59.588567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1ff706d38c7f1fe150118092b4ea6d7aaff2a4fccfac82f5f3f0b3d154b9dc3

Aliases

arxiv: 2410.04968 · arxiv_version: 2410.04968v1 · doi: 10.48550/arxiv.2410.04968 · pith_short_12: WH7XA3JYY7Y7 · pith_short_16: WH7XA3JYY7Y74FIB · pith_short_8: WH7XA3JY

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/WH7XA3JYY7Y74FIBDAESWTVG26 \
  | 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: b1ff706d38c7f1fe150118092b4ea6d7aaff2a4fccfac82f5f3f0b3d154b9dc3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7078c55d448d761a18f964a5d17bd983b876b9f58d6f7b0e8f524b5a15e78b83",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-07T12:12:51Z",
    "title_canon_sha256": "0f4c9b2cf1a1f2eaee3a65619106e7f77d2073f902483130c67d3b95e200d8bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04968",
    "kind": "arxiv",
    "version": 1
  }
}