Pith Number

pith:JZPCGNSC

pith:2015:JZPCGNSC3QJSJOOKLH7XWCGPTY

not attested not anchored not stored refs pending

Learning Unfair Trading: a Market Manipulation Analysis From the Reinforcement Learning Perspective

Enrique Mart\'inez-Miranda, Matthew J. Howard, Peter McBurney

arxiv:1511.00740 v1 · 2015-11-02 · q-fin.TR · 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{JZPCGNSC3QJSJOOKLH7XWCGPTY}

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	2026-05-18T01:28:06.515029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e5e233642dc1324b9ca59ff7b08cf9e3850035108cf2453fa74f6f99cd2b104

Aliases

arxiv: 1511.00740 · arxiv_version: 1511.00740v1 · doi: 10.48550/arxiv.1511.00740 · pith_short_12: JZPCGNSC3QJS · pith_short_16: JZPCGNSC3QJSJOOK · pith_short_8: JZPCGNSC

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/JZPCGNSC3QJSJOOKLH7XWCGPTY \
  | 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: 4e5e233642dc1324b9ca59ff7b08cf9e3850035108cf2453fa74f6f99cd2b104

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8f86923689c83f3068cfca1f79cd66b8bc8d281cb61d954952a75cf78949658",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2015-11-02T23:15:47Z",
    "title_canon_sha256": "f3560b79302bc94098662e86d6c3d58e7c423364ac8bf32e5a44896ce56da0cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.00740",
    "kind": "arxiv",
    "version": 1
  }
}