Pith Number

pith:SJ3Z46U3

pith:2023:SJ3Z46U3PM2254RQR4EROZAWYW

not attested not anchored not stored refs pending

Generating Synergistic Formulaic Alpha Collections via Reinforcement Learning

Dandan Tu, Feiyang Pan, Hongyan Xue, Jia He, Qing He, Shuo Yu, Xiang Ao

arxiv:2306.12964 v1 · 2023-05-25 · q-fin.ST · cs.AI · cs.CE · cs.LG · q-fin.CP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SJ3Z46U3PM2254RQR4EROZAWYW}

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

AQuA: Recursively Self-Improving Quantitative Trading Research Agents

Receipt and verification

First computed	2026-07-05T06:23:50.776845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92779e7a9b7b35aef2308f09176416c5af663e618e5f2cf113b00366b540237b

Aliases

arxiv: 2306.12964 · arxiv_version: 2306.12964v1 · doi: 10.48550/arxiv.2306.12964 · pith_short_12: SJ3Z46U3PM22 · pith_short_16: SJ3Z46U3PM2254RQ · pith_short_8: SJ3Z46U3

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/SJ3Z46U3PM2254RQR4EROZAWYW \
  | 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: 92779e7a9b7b35aef2308f09176416c5af663e618e5f2cf113b00366b540237b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0cb4b759559ef06c1dddbb29762d805b4e489439f6d40d98a8b00225c5bd0bff",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "cs.LG",
      "q-fin.CP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2023-05-25T13:41:07Z",
    "title_canon_sha256": "64ddb81009ebd4da1d89d809f14cbf7c362e44df59547e6ce8674de330d67c31"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12964",
    "kind": "arxiv",
    "version": 1
  }
}