Pith Number

pith:ZBYKCIVB

pith:2019:ZBYKCIVB5CLE2GLDQYQ2IROB7K

not attested not anchored not stored refs pending

One-vs-All Models for Asynchronous Training: An Empirical Analysis

Aman Alok, Rahul Gupta, Shankar Ananthakrishnan

arxiv:1906.08858 v1 · 2019-06-20 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{ZBYKCIVB5CLE2GLDQYQ2IROB7K}

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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

One-vs-All Models for Asynchronous Training: An Empirical Analysis

Receipt and verification

First computed	2026-05-17T23:42:47.666280Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c870a122a1e8964d19638621a445c1fa809fafe883bfdc85103fb068139a01da

Aliases

arxiv: 1906.08858 · arxiv_version: 1906.08858v1 · doi: 10.48550/arxiv.1906.08858 · pith_short_12: ZBYKCIVB5CLE · pith_short_16: ZBYKCIVB5CLE2GLD · pith_short_8: ZBYKCIVB

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/ZBYKCIVB5CLE2GLDQYQ2IROB7K \
  | 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: c870a122a1e8964d19638621a445c1fa809fafe883bfdc85103fb068139a01da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5aa44928fccd6884ba8a4ffa5d192296d7a0fb58a2405b807dc9c6e704c2b7b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-20T21:23:30Z",
    "title_canon_sha256": "eb333b9af0667c0f119ea5b3b431302f1a784e06795f39550044bb55cecd3eea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08858",
    "kind": "arxiv",
    "version": 1
  }
}