Pith Number

pith:GHDYCMSM

pith:2021:GHDYCMSMHY337NXSSRZDKVQPFC

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Active High Frequency Trading

Alvaro Cauderan, Antonio Briola, Jeremy Turiel, Riccardo Marcaccioli, Tomaso Aste

arxiv:2101.07107 v3 · 2021-01-18 · cs.LG · cs.AI · cs.MA · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GHDYCMSMHY337NXSSRZDKVQPFC}

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.

Cited by

1 paper in Pith

Memory-Induced Supra-Competitive Outcomes Between Deep Reinforcement Learning Agents in Optimal Trade Execution

Receipt and verification

First computed	2026-07-05T06:42:38.612185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31c781324c3e37bfb6f2947235560f28b8dec67fb19558d045be489fa130f598

Aliases

arxiv: 2101.07107 · arxiv_version: 2101.07107v3 · doi: 10.48550/arxiv.2101.07107 · pith_short_12: GHDYCMSMHY33 · pith_short_16: GHDYCMSMHY337NXS · pith_short_8: GHDYCMSM

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/GHDYCMSMHY337NXSSRZDKVQPFC \
  | 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: 31c781324c3e37bfb6f2947235560f28b8dec67fb19558d045be489fa130f598

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5fadcc9e62169ea2f3d32c4cf6140c2a88bf1da80a33899c44a8615dc70b165",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-18T15:09:28Z",
    "title_canon_sha256": "9874002f29dc8ba5f7acfa3a3341d83a328584fd9709b8442085fc355e4f411a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.07107",
    "kind": "arxiv",
    "version": 3
  }
}