Pith Number

pith:R7RTDTYV

pith:2025:R7RTDTYVTZOYCLBCTHRO3UHPUN

not attested not anchored not stored refs pending

Nonuniform-Tensor-Parallelism: Mitigating GPU failure impact for Scaled-up LLM Training

Ahmet Inci, Ankit More, Bhargava Gopireddy, Daiyaan Arfeen, Dheevatsa Mudigere, Gregory R. Ganger

arxiv:2504.06095 v1 · 2025-04-08 · cs.DC · cs.LG

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\usepackage{pith}
\pithnumber{R7RTDTYVTZOYCLBCTHRO3UHPUN}

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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

Simulating Unified Tensor Resharding in heterogeneous AI systems

Receipt and verification

First computed	2026-07-05T10:46:15.362498Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fe331cf159e5d812c2299e2edd0efa36a83973e370b18081c060e717d3eb57a

Aliases

arxiv: 2504.06095 · arxiv_version: 2504.06095v1 · doi: 10.48550/arxiv.2504.06095 · pith_short_12: R7RTDTYVTZOY · pith_short_16: R7RTDTYVTZOYCLBC · pith_short_8: R7RTDTYV

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/R7RTDTYVTZOYCLBCTHRO3UHPUN \
  | 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: 8fe331cf159e5d812c2299e2edd0efa36a83973e370b18081c060e717d3eb57a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "219aaf5c8bbf3e116b2e942d92f9a8ee0b0c2e77c4561b5b4d543a4db2289afc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-04-08T14:35:40Z",
    "title_canon_sha256": "e295cedbd614f7b9dd799eedc6414e5a9a1a68b6c48f14aa8d0ccad571708441"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.06095",
    "kind": "arxiv",
    "version": 1
  }
}