Pith Number

pith:K5LLZ43W

pith:2022:K5LLZ43WZ46QIBEPTIOVJHWY34

not attested not anchored not stored refs pending

Pareto Set Learning for Neural Multi-objective Combinatorial Optimization

Qingfu Zhang, Xi Lin, Zhiyuan Yang

arxiv:2203.15386 v2 · 2022-03-29 · cs.LG · cs.NE · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K5LLZ43WZ46QIBEPTIOVJHWY34}

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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

Graph-Supported Dynamic Algorithm Configuration for Multi-Objective Combinatorial Optimization

Receipt and verification

First computed	2026-07-05T04:21:11.948187Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5756bcf376cf3d04048f9a1d549ed8df2b22cc2fa3c0e7c12c78faee0acb1b44

Aliases

arxiv: 2203.15386 · arxiv_version: 2203.15386v2 · doi: 10.48550/arxiv.2203.15386 · pith_short_12: K5LLZ43WZ46Q · pith_short_16: K5LLZ43WZ46QIBEP · pith_short_8: K5LLZ43W

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/K5LLZ43WZ46QIBEPTIOVJHWY34 \
  | 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: 5756bcf376cf3d04048f9a1d549ed8df2b22cc2fa3c0e7c12c78faee0acb1b44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0387c081e494a5f087d660977ee3a0730726d3bfd0537777d95dc4a7476015a",
    "cross_cats_sorted": [
      "cs.NE",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-29T09:26:22Z",
    "title_canon_sha256": "3def099beb1b7fc46fbcb826760c894dc55c59a2f5e19d552429e25807dc7209"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.15386",
    "kind": "arxiv",
    "version": 2
  }
}