Pith Number

pith:IEJ5JAJP

pith:2021:IEJ5JAJP7IBVZXH3BDKJTRL3YS

not attested not anchored not stored refs pending

An Efficient 2D Method for Training Super-Large Deep Learning Models

Chaoyu Gong, Qifan Xu, Shenggui Li, Yang You

arxiv:2104.05343 v1 · 2021-04-12 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IEJ5JAJP7IBVZXH3BDKJTRL3YS}

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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	2026-07-05T02:31:11.424801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4113d4812ffa035cdcfb08d499c57bc4a821be690f6a3a00f53a26a6e80f82c3

Aliases

arxiv: 2104.05343 · arxiv_version: 2104.05343v1 · doi: 10.48550/arxiv.2104.05343 · pith_short_12: IEJ5JAJP7IBV · pith_short_16: IEJ5JAJP7IBVZXH3 · pith_short_8: IEJ5JAJP

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/IEJ5JAJP7IBVZXH3BDKJTRL3YS \
  | 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: 4113d4812ffa035cdcfb08d499c57bc4a821be690f6a3a00f53a26a6e80f82c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "061a8c6daa988df2196f556e7f35ac09265d167a5351871211a1f50c83620d0b",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-12T10:47:16Z",
    "title_canon_sha256": "c7585625f45fa4b2c2522f8933ff2190e0fd565e1c6d815be3e2ff89fa3847d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.05343",
    "kind": "arxiv",
    "version": 1
  }
}