Pith Number

pith:S3WBVI46

pith:2023:S3WBVI46ECL4ELVW6R5MSMCCHT

not attested not anchored not stored refs pending

On Efficient Training of Large-Scale Deep Learning Models: A Literature Review

Dacheng Tao, Liang Ding, Li Shen, Xinmei Tian, Yan Sun, Zhiyuan Yu

arxiv:2304.03589 v1 · 2023-04-07 · cs.LG · cs.AI · cs.DC

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\usepackage{pith}
\pithnumber{S3WBVI46ECL4ELVW6R5MSMCCHT}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

2 papers in Pith

Recursive Block-Diagonal Coupling for Resource-Efficient Training of Vision Models

MaskPro: Linear-Space Probabilistic Learning for Strict (N:M)-Sparsity on LLMs

Receipt and verification

First computed	2026-07-05T05:58:57.859479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96ec1aa39e2097c22eb6f47ac930423cd1e77b5306aaaa548ba1972ee546994b

Aliases

arxiv: 2304.03589 · arxiv_version: 2304.03589v1 · doi: 10.48550/arxiv.2304.03589 · pith_short_12: S3WBVI46ECL4 · pith_short_16: S3WBVI46ECL4ELVW · pith_short_8: S3WBVI46

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/S3WBVI46ECL4ELVW6R5MSMCCHT \
  | 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: 96ec1aa39e2097c22eb6f47ac930423cd1e77b5306aaaa548ba1972ee546994b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84edaeb6cea359ad79b510e404537d384aab8888891377f2d11781bf29638fe2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-07T11:13:23Z",
    "title_canon_sha256": "7bc2ec35f9e157e75ef9a57da0cda25a1696829f0fa5d37d87f15bb493b3db1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03589",
    "kind": "arxiv",
    "version": 1
  }
}