Pith Number

pith:W2ZKWKJL

pith:2025:W2ZKWKJL4ANDJ3DPA5VMUXUYFB

not attested not anchored not stored refs pending

Decision-Focused Continual Learning for Seaport Power-Logistics Scheduling: Generalization across Varying Tasks

Chuanqing Pu, Feilong Fan, Honglin Wen, Nengling Tai, Wentao Huang, Yan Xu

arxiv:2511.07938 v3 · 2025-11-11 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W2ZKWKJL4ANDJ3DPA5VMUXUYFB}

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	2026-06-09T01:05:10.520274Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6b2ab292be01a34ec6f076aca5e98286df8ec9e7d7b16da1cced1007599b5fc

Aliases

arxiv: 2511.07938 · arxiv_version: 2511.07938v3 · doi: 10.48550/arxiv.2511.07938 · pith_short_12: W2ZKWKJL4AND · pith_short_16: W2ZKWKJL4ANDJ3DP · pith_short_8: W2ZKWKJL

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/W2ZKWKJL4ANDJ3DPA5VMUXUYFB \
  | 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: b6b2ab292be01a34ec6f076aca5e98286df8ec9e7d7b16da1cced1007599b5fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5943495e48a49e6469f77e0423d85decd75dcc7894d472c8b0fc1f79d97b8981",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-11T07:36:08Z",
    "title_canon_sha256": "58065a7a84caac8311f83e4e45e4df76ef4725728d55e58dfc7772787166a615"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.07938",
    "kind": "arxiv",
    "version": 3
  }
}