Pith Number

pith:RJV2PFI3

pith:2024:RJV2PFI35EZFBOUTOABJ3FPOD3

not attested not anchored not stored refs pending

Self-Improved Learning for Scalable Neural Combinatorial Optimization

Fu Luo, Mingxuan Yuan, Qingfu Zhang, Xialiang Tong, Xi Lin, Zhenkun Wang

arxiv:2403.19561 v3 · 2024-03-28 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RJV2PFI35EZFBOUTOABJ3FPOD3}

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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

2 papers in Pith

Self-Improvement Imitation with Biologically Guided Search for Protein Design Under Oracle Budgets

Rethinking Efficiency in Neural Combinatorial Optimization: Batched Preference Optimization with Mamba

Receipt and verification

First computed	2026-07-05T08:14:22.947343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a6ba7951be93250ba9370029d95ee1eedc60d48dc0005572555a21920d141be

Aliases

arxiv: 2403.19561 · arxiv_version: 2403.19561v3 · doi: 10.48550/arxiv.2403.19561 · pith_short_12: RJV2PFI35EZF · pith_short_16: RJV2PFI35EZFBOUT · pith_short_8: RJV2PFI3

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/RJV2PFI35EZFBOUTOABJ3FPOD3 \
  | 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: 8a6ba7951be93250ba9370029d95ee1eedc60d48dc0005572555a21920d141be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "babc5a8a297d417a532f41f887dcfdeff0db21aa98e2eca94fc62954da6c983a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-28T16:46:53Z",
    "title_canon_sha256": "14072cc5dd072788012bda8773e63cb0c74cf266d3c0da81023f2969c3fcdb72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19561",
    "kind": "arxiv",
    "version": 3
  }
}