Pith Number

pith:YXMIUQXU

pith:2025:YXMIUQXUO7LPVLLNK52MS3CCRK

not attested not anchored not stored refs pending

Reinforcement Learning-based Self-adaptive Differential Evolution through Automated Landscape Feature Learning

Hongshu Guo, Sijie Ma, Xinglin Zhang, Yue-Jiao Gong, Yuzhi Hu, Zechuan Huang, Zeyuan Ma

arxiv:2503.18061 v1 · 2025-03-23 · cs.NE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YXMIUQXUO7LPVLLNK52MS3CCRK}

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	2026-07-05T10:38:01.616747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5d88a42f477d6faad6d5774c96c428aa216f10e9eda0c63a073722c6464b364

Aliases

arxiv: 2503.18061 · arxiv_version: 2503.18061v1 · doi: 10.48550/arxiv.2503.18061 · pith_short_12: YXMIUQXUO7LP · pith_short_16: YXMIUQXUO7LPVLLN · pith_short_8: YXMIUQXU

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/YXMIUQXUO7LPVLLNK52MS3CCRK \
  | 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: c5d88a42f477d6faad6d5774c96c428aa216f10e9eda0c63a073722c6464b364

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5330846e9dbf52452b4e42d7d08116ff208b7fb088bd4c5b7709ab7e917ebafe",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2025-03-23T13:07:57Z",
    "title_canon_sha256": "b7aa8c2bfe6ba33f052bf70ccb995709ffe26c47324cc1a9b37ae012d1a78aac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.18061",
    "kind": "arxiv",
    "version": 1
  }
}