Pith Number

pith:OFF4QUTK

pith:2025:OFF4QUTKTA3RMPHBGZRZZ5D56N

not attested not anchored not stored refs pending

FlowOE: Imitation Learning with Flow Policy from Ensemble RL Experts for Optimal Execution under Heston Volatility and Concave Market Impacts

Yang Li, Zhi Chen

arxiv:2506.05755 v1 · 2025-06-06 · cs.LG · cs.AI · cs.CE · q-fin.CP · 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{OFF4QUTKTA3RMPHBGZRZZ5D56N}

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	2026-07-05T11:17:09.129542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

714bc8526a9837163ce136639cf47df36086a9fd26fc5464e3e9a5d7c809e570

Aliases

arxiv: 2506.05755 · arxiv_version: 2506.05755v1 · doi: 10.48550/arxiv.2506.05755 · pith_short_12: OFF4QUTKTA3R · pith_short_16: OFF4QUTKTA3RMPHB · pith_short_8: OFF4QUTK

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/OFF4QUTKTA3RMPHBGZRZZ5D56N \
  | 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: 714bc8526a9837163ce136639cf47df36086a9fd26fc5464e3e9a5d7c809e570

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98aa65515096b68ce638f48d569b8ae3e18e6d6d938f56932a53e38a17e17e10",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "q-fin.CP",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-06T05:28:22Z",
    "title_canon_sha256": "970bba0cb8bc305f911935c54818fb5945f2bc8ec7cc8beb4eac1d25c1789410"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05755",
    "kind": "arxiv",
    "version": 1
  }
}