Pith Number

pith:JPDN7FIC

pith:2022:JPDN7FIC7FAIWK3DSFWHOEZ47V

not attested not anchored not stored refs pending

Sustainable Online Reinforcement Learning for Auto-bidding

Bo Zheng, Chuan Yu, Jian Xu, Mingzhou Xie, Rongquan Bai, Yusen Huo, Zhiyu Mou

arxiv:2210.07006 v1 · 2022-10-13 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JPDN7FIC7FAIWK3DSFWHOEZ47V}

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	2026-07-05T05:06:23.670215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bc6df9502f9408b2b63916c77133cfd7f06a8ca02ca401fe9a29ab04fdb212b

Aliases

arxiv: 2210.07006 · arxiv_version: 2210.07006v1 · doi: 10.48550/arxiv.2210.07006 · pith_short_12: JPDN7FIC7FAI · pith_short_16: JPDN7FIC7FAIWK3D · pith_short_8: JPDN7FIC

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/JPDN7FIC7FAIWK3DSFWHOEZ47V \
  | 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: 4bc6df9502f9408b2b63916c77133cfd7f06a8ca02ca401fe9a29ab04fdb212b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28c8570217de73d93ae5754350bf8145405453f80b3e06898275fb851f91d37d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-13T13:17:20Z",
    "title_canon_sha256": "e4b47897ff046db58f08be9416e58de5258a21daf5e826cd5ed4cad6c16e8513"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.07006",
    "kind": "arxiv",
    "version": 1
  }
}