Pith Number

pith:L3VYRN4E

pith:2022:L3VYRN4EEE46DHVUGOKDGJRR7T

not attested not anchored not stored refs pending

Launchpad: Learning to Schedule Using Offline and Online RL Methods

Andrew Grimshaw, Jake Grigsby, Vanamala Venkataswamy, Yanjun Qi

arxiv:2212.00639 v2 · 2022-12-01 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L3VYRN4EEE46DHVUGOKDGJRR7T}

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	2026-07-05T05:21:45.822625Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5eeb88b7842139e19eb43394332631fccb52b38507f92691214c1916fc64814b

Aliases

arxiv: 2212.00639 · arxiv_version: 2212.00639v2 · doi: 10.48550/arxiv.2212.00639 · pith_short_12: L3VYRN4EEE46 · pith_short_16: L3VYRN4EEE46DHVU · pith_short_8: L3VYRN4E

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/L3VYRN4EEE46DHVUGOKDGJRR7T \
  | 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: 5eeb88b7842139e19eb43394332631fccb52b38507f92691214c1916fc64814b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96ec5d35825daf8bec6980dbba4d9b912b8af931b5c7b1ff2bb219d4a6c72d0e",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-01T16:40:11Z",
    "title_canon_sha256": "86b7e6a149c6db14a7acf8c99662205ef1de7a84e05131bd408870a4304a25b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.00639",
    "kind": "arxiv",
    "version": 2
  }
}