Pith Number

pith:PURWY2FS

pith:2022:PURWY2FSZSRVQPS6KC5UATNA3D

not attested not anchored not stored refs pending

Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit Feedback

Aldo Pacchiano, Michael I. Jordan, Tianyi Lin, Yaodong Yu

arxiv:2205.07217 v2 · 2022-05-15 · 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{PURWY2FSZSRVQPS6KC5UATNA3D}

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	2026-07-05T04:28:11.540723Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d236c68b2cca3583e5e50bb404da0d8e1ccb10b5b6166f3ba01eedf6e70e33e

Aliases

arxiv: 2205.07217 · arxiv_version: 2205.07217v2 · doi: 10.48550/arxiv.2205.07217 · pith_short_12: PURWY2FSZSRV · pith_short_16: PURWY2FSZSRVQPS6 · pith_short_8: PURWY2FS

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/PURWY2FSZSRVQPS6KC5UATNA3D \
  | 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: 7d236c68b2cca3583e5e50bb404da0d8e1ccb10b5b6166f3ba01eedf6e70e33e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a799751abf2a05580390c715440ff398a19b4b2ec167094fc8b63462400cb56",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-15T08:27:12Z",
    "title_canon_sha256": "2451d72c98e7db84079ce83948e7465d283054f2685ef5dac1c18998b984e6a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.07217",
    "kind": "arxiv",
    "version": 2
  }
}