Pith Number

pith:EU4DW2P6

pith:2019:EU4DW2P6LG6BYJR57MS2LPF2BF

not attested not anchored not stored refs pending

Cooperative Multi-Agent Reinforcement Learning Framework for Scalping Trading

Dongseok Lee, Iljoo Yoon, Seungho Lee, Taehyun Jo, Uk Jo, Wanjun Kim

arxiv:1904.00441 v1 · 2019-03-31 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EU4DW2P6LG6BYJR57MS2LPF2BF}

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	2026-05-17T23:49:48.395994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25383b69fe59bc1c263dfb25a5bcba094e6036557246051e0d43849bf596c6b5

Aliases

arxiv: 1904.00441 · arxiv_version: 1904.00441v1 · doi: 10.48550/arxiv.1904.00441 · pith_short_12: EU4DW2P6LG6B · pith_short_16: EU4DW2P6LG6BYJR5 · pith_short_8: EU4DW2P6

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/EU4DW2P6LG6BYJR57MS2LPF2BF \
  | 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: 25383b69fe59bc1c263dfb25a5bcba094e6036557246051e0d43849bf596c6b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e41b63afc4476e17a3fef1aea6cc6d78dbe7c1c907bb761821d0f14c8e7b98f5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-03-31T16:15:42Z",
    "title_canon_sha256": "231b7505770903abd078a4552854eaffe89b7629062c3276f6ef2c5ecf8b1a54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.00441",
    "kind": "arxiv",
    "version": 1
  }
}