Pith Number

pith:IME3G7N4

pith:2015:IME3G7N4GGOAJSIGMP2L4JBYGA

not attested not anchored not stored refs pending

Perturbed Iterate Analysis for Asynchronous Stochastic Optimization

Benjamin Recht, Dimitris Papailiopoulos, Horia Mania, Kannan Ramchandran, Michael I. Jordan, Xinghao Pan

arxiv:1507.06970 v2 · 2015-07-24 · stat.ML · cs.DC · cs.DS · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IME3G7N4GGOAJSIGMP2L4JBYGA}

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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

Adaptive Federated Optimization

Receipt and verification

First computed	2026-05-18T01:18:14.450236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4309b37dbc319c04c90663f4be24383032bea909cd69b19662946af90b2e5590

Aliases

arxiv: 1507.06970 · arxiv_version: 1507.06970v2 · doi: 10.48550/arxiv.1507.06970 · pith_short_12: IME3G7N4GGOA · pith_short_16: IME3G7N4GGOAJSIG · pith_short_8: IME3G7N4

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/IME3G7N4GGOAJSIGMP2L4JBYGA \
  | 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: 4309b37dbc319c04c90663f4be24383032bea909cd69b19662946af90b2e5590

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bfc5c22845a91758b603882ea3ab1d3f91d3c55d4c1c3aec1411d8c3bcab390",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.DS",
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2015-07-24T19:36:13Z",
    "title_canon_sha256": "2f2da9bffed5036ebda3d8df7f642222b3b68341223a7ef30226a39e57def16e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1507.06970",
    "kind": "arxiv",
    "version": 2
  }
}