Pith. sign in
Pith Number

pith:XVEBUZ3W

pith:2022:XVEBUZ3WBLVNFMOVNVPNAVIGXB
not attested not anchored not stored refs pending

Efficient Neural Neighborhood Search for Pickup and Delivery Problems

Hongliang Guo, Jingwen Li, Wen Song, Yeow Meng Chee, Yining Ma, Yuejiao Gong, Zhiguang Cao

arxiv:2204.11399 v3 · 2022-04-25 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XVEBUZ3WBLVNFMOVNVPNAVIGXB}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T05:04:12.825265Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bd481a67760aead2b1d56d5ed05506b8543a90af42bb4027c8c094c41626674c

Aliases

arxiv: 2204.11399 · arxiv_version: 2204.11399v3 · doi: 10.48550/arxiv.2204.11399 · pith_short_12: XVEBUZ3WBLVN · pith_short_16: XVEBUZ3WBLVNFMOV · pith_short_8: XVEBUZ3W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XVEBUZ3WBLVNFMOVNVPNAVIGXB \
  | 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: bd481a67760aead2b1d56d5ed05506b8543a90af42bb4027c8c094c41626674c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3f18058c5742824f96057d27f90a3f22b50d49f1f8012b93b82909baab7f4688",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-25T02:27:59Z",
    "title_canon_sha256": "126c20c80dda753b0e85d24948b89d220fe4bdb5b8df4f6ac2ff4c0e3b27f0b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.11399",
    "kind": "arxiv",
    "version": 3
  }
}