Pith Number

pith:TBOL4GMW

pith:2024:TBOL4GMWUZNPH5CJ7MSSJBEXHB

not attested not anchored not stored refs pending

ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

Chuanbo Hua, Federico Berto, Guojie Song, Haeyeon Kim, Haoran Ye, Jiarui Wang, Jinkyoo Park, Zhiguang Cao

arxiv:2402.01145 v3 · 2024-02-02 · cs.NE · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TBOL4GMWUZNPH5CJ7MSSJBEXHB}

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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

9 papers in Pith

RACL: Reasoning-Agent Control Layers for Continuous Metaheuristic Learning

CAMI: Cost-Aware Agent-Guided Multi-Indexing for Semantic Retrieval

Fine-tuning Large Language Model for Automated Algorithm Design

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Large Language Models as Amortized Pareto-Front Generators for Constrained Bi-Objective Convex Optimization

Receipt and verification

First computed	2026-07-05T09:19:53.934517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

985cbe1996a65af3f449fb25248497386a80fb20fdfe88c24f2a1d057ea12df3

Aliases

arxiv: 2402.01145 · arxiv_version: 2402.01145v3 · doi: 10.48550/arxiv.2402.01145 · pith_short_12: TBOL4GMWUZNP · pith_short_16: TBOL4GMWUZNPH5CJ · pith_short_8: TBOL4GMW

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/TBOL4GMWUZNPH5CJ7MSSJBEXHB \
  | 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: 985cbe1996a65af3f449fb25248497386a80fb20fdfe88c24f2a1d057ea12df3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15598d99b90da7254b0f82fc6931d0d1b805e3e39109f912d2361f1a34f0b070",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-02-02T05:04:51Z",
    "title_canon_sha256": "dff324a43c0554d37e90e06e4470cd6610077870f820d9824b083f33a791a117"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01145",
    "kind": "arxiv",
    "version": 3
  }
}