Pith Number

pith:36EIT4TW

pith:2025:36EIT4TWF6HWXQHJK5Q2CRNFGC

not attested not anchored not stored refs pending

Reinforcement Learning for Stock Transactions

Julien Laasri, Nicholas Stern, Ziyi Zhou

arxiv:2505.16099 v2 · 2025-05-22 · 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{36EIT4TWF6HWXQHJK5Q2CRNFGC}

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	2026-07-05T11:08:41.872407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df8889f2762f8f6bc0e95761a145a530aa20b878c14bab07a485e67282ca2269

Aliases

arxiv: 2505.16099 · arxiv_version: 2505.16099v2 · doi: 10.48550/arxiv.2505.16099 · pith_short_12: 36EIT4TWF6HW · pith_short_16: 36EIT4TWF6HWXQHJ · pith_short_8: 36EIT4TW

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/36EIT4TWF6HWXQHJK5Q2CRNFGC \
  | 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: df8889f2762f8f6bc0e95761a145a530aa20b878c14bab07a485e67282ca2269

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aee78cc723e546f278534d75b4654c55e61c27194303ce90adebdf8ee82f5a6c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-22T01:00:57Z",
    "title_canon_sha256": "a4b88da44e74130db4421920faf252658c95cad46a79d85673f721ea831ab05c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16099",
    "kind": "arxiv",
    "version": 2
  }
}