Pith Number

pith:PDXHAZK6

pith:2023:PDXHAZK6X6HRW5C6ZWPFNAQCJY

not attested not anchored not stored refs pending

A Survey on Efficient Training of Transformers

Bohan Zhuang, Chunhua Shen, Haoyu He, Jing Liu, Yuetian Weng, Zizheng Pan

arxiv:2302.01107 v3 · 2023-02-02 · cs.LG · cs.AI · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PDXHAZK6X6HRW5C6ZWPFNAQCJY}

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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

4 papers in Pith

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Improving End-to-End Speech Recognition for Dysarthric Speech through In-Domain Data Augmentation

Agentic Physical AI toward a Domain-Specific Foundation Model for Nuclear Reactor Control

Navigating LLM Valley: From AdamW to Memory-Efficient and Matrix-Based Optimizers

Receipt and verification

First computed	2026-07-05T06:06:57.688616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78ee70655ebf8f1b745ecd9e5682024e339bf39e60e166b04c11d0581cdde2a1

Aliases

arxiv: 2302.01107 · arxiv_version: 2302.01107v3 · doi: 10.48550/arxiv.2302.01107 · pith_short_12: PDXHAZK6X6HR · pith_short_16: PDXHAZK6X6HRW5C6 · pith_short_8: PDXHAZK6

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/PDXHAZK6X6HRW5C6ZWPFNAQCJY \
  | 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: 78ee70655ebf8f1b745ecd9e5682024e339bf39e60e166b04c11d0581cdde2a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66e14bf483ade2ba53761c83031ef12290a2efd2c6ade65a8dfc285899351823",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-02T13:58:18Z",
    "title_canon_sha256": "587fea03314c45792d1e0802c0ae1295467cdb02d942b20ed7ad7a111e380893"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01107",
    "kind": "arxiv",
    "version": 3
  }
}