Pith Number

pith:WK5WD3SN

pith:2025:WK5WD3SNEUS2N6WYIOCAMNJOXV

not attested not anchored not stored refs pending

An End-to-End Learning Approach for Solving Capacitated Location-Routing Problems

Changhao Miao, Chen Chen, Fang Deng, Tongyu Wu, Yuntian Zhang

arxiv:2511.02525 v2 · 2025-11-04 · 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{WK5WD3SNEUS2N6WYIOCAMNJOXV}

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

2 papers in Pith

Towards Generalization-Oriented Models for Vehicle Routing Problems with Mixture-of-Experts

Adversarial Training for Robust Coverage Network under Worst-case Facility Losses

Receipt and verification

First computed	2026-05-27T01:05:39.574451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2bb61ee4d2525a6fad8438406352ebd77f02f122bffaba2c306a7c25d3da903

Aliases

arxiv: 2511.02525 · arxiv_version: 2511.02525v2 · doi: 10.48550/arxiv.2511.02525 · pith_short_12: WK5WD3SNEUS2 · pith_short_16: WK5WD3SNEUS2N6WY · pith_short_8: WK5WD3SN

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/WK5WD3SNEUS2N6WYIOCAMNJOXV \
  | 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: b2bb61ee4d2525a6fad8438406352ebd77f02f122bffaba2c306a7c25d3da903

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0596a7143088ef525764f8061b2f72fcccbd94d8dd0618a9082f666809bfb303",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-04T12:23:17Z",
    "title_canon_sha256": "a1109c6adb73422fe49c63fdb735d34d5ae900594ec76ce74fe04e5909c57498"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.02525",
    "kind": "arxiv",
    "version": 2
  }
}