Pith Number

pith:DJIJXEEZ

pith:2025:DJIJXEEZRMJY66ZCNW47KAC4JH

not attested not anchored not stored refs pending

SPD: Sync-Point Drop for Efficient Tensor Parallelism of Large Language Models

Arnav Kundu, Duc Hoang, Han-Byul Kim, Minsik Cho, Mohammad Samragh

arxiv:2502.20727 v4 · 2025-02-28 · cs.DC · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DJIJXEEZRMJY66ZCNW47KAC4JH}

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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

TPLA: Tensor Parallel Latent Attention for Efficient Disaggregated Prefill and Decode Inference

Receipt and verification

First computed	2026-07-05T11:13:21.670203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a509b90998b138f7b226db9f5005c49cba5477511102f63595abf8498fce016

Aliases

arxiv: 2502.20727 · arxiv_version: 2502.20727v4 · doi: 10.48550/arxiv.2502.20727 · pith_short_12: DJIJXEEZRMJY · pith_short_16: DJIJXEEZRMJY66ZC · pith_short_8: DJIJXEEZ

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/DJIJXEEZRMJY66ZCNW47KAC4JH \
  | 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: 1a509b90998b138f7b226db9f5005c49cba5477511102f63595abf8498fce016

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c549b6459afe71638a6d61b146d1765deade48476c6884c67f7629745ee3e05d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-02-28T05:20:48Z",
    "title_canon_sha256": "305d756a2529fb22994d56e7411254846268020a1bd7712afab3ab339278ae86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20727",
    "kind": "arxiv",
    "version": 4
  }
}