Pith Number

pith:CMVJHJ2P

pith:2025:CMVJHJ2PTXSN3C4ICPLQ34KOCV

not attested not anchored not stored refs pending

Characterizing Communication Patterns in Distributed Large Language Model Inference

Dhabaleswar K. Panda, Kaushik Kandadi Suresh, Lang Xu, Nawras Alnaasan, Quentin Anthony

arxiv:2507.14392 v1 · 2025-07-18 · cs.DC

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\usepackage{pith}
\pithnumber{CMVJHJ2PTXSN3C4ICPLQ34KOCV}

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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

Understanding and Improving Communication Performance in Multi-node LLM Inference

Receipt and verification

First computed	2026-07-05T11:40:05.433617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

132a93a74f9de4dd8b8813d70df14e154d5945daf49778a36b6e9ae17b13c86a

Aliases

arxiv: 2507.14392 · arxiv_version: 2507.14392v1 · doi: 10.48550/arxiv.2507.14392 · pith_short_12: CMVJHJ2PTXSN · pith_short_16: CMVJHJ2PTXSN3C4I · pith_short_8: CMVJHJ2P

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/CMVJHJ2PTXSN3C4ICPLQ34KOCV \
  | 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: 132a93a74f9de4dd8b8813d70df14e154d5945daf49778a36b6e9ae17b13c86a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a9ad52ae9a99f4cdb911d0f98fb5ca5abb294c7b6218f14121c75be89054af0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-07-18T22:43:38Z",
    "title_canon_sha256": "549918cb1573fb4477d1e340b8d8e8572154b19998a53cfb25bce4a838283a44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14392",
    "kind": "arxiv",
    "version": 1
  }
}