Pith Number

pith:P5TJ3EYZ

pith:2022:P5TJ3EYZVTUF6RXILR3SB4BJ7O

not attested not anchored not stored refs pending

Imitate then Transcend: Multi-Agent Optimal Execution with Dual-Window Denoise PPO

Jiacheng Weng, Jin Fang, Xinwen Zhang, Yi Xiang

arxiv:2206.10736 v1 · 2022-06-21 · cs.LG · cs.AI · 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{P5TJ3EYZVTUF6RXILR3SB4BJ7O}

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	2026-07-05T04:33:54.933322Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f669d9319ace85f46e85c7720f029fba6ec9f56bb07d8c63cf3511b607ad187

Aliases

arxiv: 2206.10736 · arxiv_version: 2206.10736v1 · doi: 10.48550/arxiv.2206.10736 · pith_short_12: P5TJ3EYZVTUF · pith_short_16: P5TJ3EYZVTUF6RXI · pith_short_8: P5TJ3EYZ

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/P5TJ3EYZVTUF6RXILR3SB4BJ7O \
  | 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: 7f669d9319ace85f46e85c7720f029fba6ec9f56bb07d8c63cf3511b607ad187

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "225bb32664f54669b9c3dda5c96f68ec1509ce9cd3e65e2eb0009f6830e40c15",
    "cross_cats_sorted": [
      "cs.AI",
      "q-fin.CP",
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-21T21:25:30Z",
    "title_canon_sha256": "f43bce9536351e84cc0bd4b1ffc64c7897038c2cfd6162ff225db82fe5b756cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10736",
    "kind": "arxiv",
    "version": 1
  }
}