Pith Number

pith:ZWUH6CCK

pith:2024:ZWUH6CCKJFERI67GI3USR5SXB2

not attested not anchored not stored refs pending

Model Parallelism on Distributed Infrastructure: A Literature Review from Theory to LLM Case-Studies

Ana-Lucia Varbanescu, Felix Brakel, Uraz Odyurt

arxiv:2403.03699 v1 · 2024-03-06 · cs.DC · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZWUH6CCKJFERI67GI3USR5SXB2}

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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

Sampling Parallelism for Fast and Efficient Bayesian Learning

Receipt and verification

First computed	2026-07-05T07:52:51.891183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cda87f084a4949147be646e928f6570e86399ccb62e46d13a6b1d853d7fa1a6b

Aliases

arxiv: 2403.03699 · arxiv_version: 2403.03699v1 · doi: 10.48550/arxiv.2403.03699 · pith_short_12: ZWUH6CCKJFER · pith_short_16: ZWUH6CCKJFERI67G · pith_short_8: ZWUH6CCK

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/ZWUH6CCKJFERI67GI3USR5SXB2 \
  | 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: cda87f084a4949147be646e928f6570e86399ccb62e46d13a6b1d853d7fa1a6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77958fa1ed255dcfd651b47b53ebfc39dd52831bc8acb1d836e27f4767706cf2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-03-06T13:29:00Z",
    "title_canon_sha256": "4d1d60e61a7cef61b07e94b81f7af2c89939c81c7f67def3e7fa73362d5b1a90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03699",
    "kind": "arxiv",
    "version": 1
  }
}