Pith Number

pith:PCO4ETYW

pith:2023:PCO4ETYWCWCTDTFWGM7VVXXK3F

not attested not anchored not stored refs pending

PRECISION: Decentralized Constrained Min-Max Learning with Low Communication and Sample Complexities

Jia Liu, Songtao Lu, Xin Zhang, Zhuqing Liu

arxiv:2303.02532 v1 · 2023-03-05 · 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{PCO4ETYWCWCTDTFWGM7VVXXK3F}

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.

Cited by

1 paper in Pith

Decentralized Min-Max Optimization with Gradient Tracking

Receipt and verification

First computed	2026-07-05T05:48:12.451519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

789dc24f16158531ccb6333f5adeead958537c485c7a2463e1c6858ac25d62aa

Aliases

arxiv: 2303.02532 · arxiv_version: 2303.02532v1 · doi: 10.48550/arxiv.2303.02532 · pith_short_12: PCO4ETYWCWCT · pith_short_16: PCO4ETYWCWCTDTFW · pith_short_8: PCO4ETYW

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/PCO4ETYWCWCTDTFWGM7VVXXK3F \
  | 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: 789dc24f16158531ccb6333f5adeead958537c485c7a2463e1c6858ac25d62aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1c7ad892978cb3b44c8f60d666c75f0d3308dbb3c57c09027465a7cde59d1a1",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-05T00:26:10Z",
    "title_canon_sha256": "7700fa6bb141410b605c6c3cb4a943b91973728b972ec9e7d466286935bda38e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02532",
    "kind": "arxiv",
    "version": 1
  }
}