Pith Number

pith:FRBUL75O

pith:2022:FRBUL75O3EFK7MFEBAZB2P7MFD

not attested not anchored not stored refs pending

Functional Optimization Reinforcement Learning for Real-Time Bidding

Changjie Lu, Gaurav Gupta, Manoj Kumar, Naina Bandyopadhyay, Yining Lu

arxiv:2206.13939 v3 · 2022-06-25 · cs.AI · 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{FRBUL75O3EFK7MFEBAZB2P7MFD}

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	2026-07-05T04:56:45.654613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c4345ffaed90aafb0a408321d3fec28e658c8c7bf57fca9ea58153c8fd9a7b5

Aliases

arxiv: 2206.13939 · arxiv_version: 2206.13939v3 · doi: 10.48550/arxiv.2206.13939 · pith_short_12: FRBUL75O3EFK · pith_short_16: FRBUL75O3EFK7MFE · pith_short_8: FRBUL75O

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/FRBUL75O3EFK7MFEBAZB2P7MFD \
  | 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: 2c4345ffaed90aafb0a408321d3fec28e658c8c7bf57fca9ea58153c8fd9a7b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62445430d7ccfa49aa23e2486f2835978720d3578537508074bed560ceb5a68e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-06-25T06:12:17Z",
    "title_canon_sha256": "6e2d0ae72eef7d6e30398466370df2993c22116221424dfb5c17038967d8ee60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.13939",
    "kind": "arxiv",
    "version": 3
  }
}