Pith Number

pith:BARCMXR4

pith:2024:BARCMXR4IT4GP3TRYSXA2DA3XT

not attested not anchored not stored refs pending

A Multi-Level Framework for Accelerating Training Transformer Models

Han Zhang, Longwei Zou, Yangdong Deng

arxiv:2404.07999 v1 · 2024-04-07 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BARCMXR4IT4GP3TRYSXA2DA3XT}

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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

A multilevel approach to accelerate the training of Transformers

Receipt and verification

First computed	2026-07-05T08:07:01.064291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0822265e3c44f867ee71c4ae0d0c1bbce8210050ffbb6e1cc656e0820c2b0bd2

Aliases

arxiv: 2404.07999 · arxiv_version: 2404.07999v1 · doi: 10.48550/arxiv.2404.07999 · pith_short_12: BARCMXR4IT4G · pith_short_16: BARCMXR4IT4GP3TR · pith_short_8: BARCMXR4

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/BARCMXR4IT4GP3TRYSXA2DA3XT \
  | 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: 0822265e3c44f867ee71c4ae0d0c1bbce8210050ffbb6e1cc656e0820c2b0bd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f906d9d5dd21cc08caf914f3e7de5fbd75c7493dfcd448d6d6e4da5b2eb376f6",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-07T03:04:34Z",
    "title_canon_sha256": "69b4e33d0f7f082a0117ece273f883114e86d3453fe02e33c1be0195a2ca9c59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07999",
    "kind": "arxiv",
    "version": 1
  }
}