Pith Number

pith:ASJBRN2N

pith:2021:ASJBRN2NEOARJXXKC4C56XELTA

not attested not anchored not stored refs pending

CPT: Efficient Deep Neural Network Training via Cyclic Precision

Han Guo, Meng Li, Vikas Chandra, Xin Yang, Yingyan Celine Lin, Yining Ding, Yonggan Fu

arxiv:2101.09868 v4 · 2021-01-25 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ASJBRN2NEOARJXXKC4C56XELTA}

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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

Towards Accurate and Efficient Sub-8-Bit Integer Training

Receipt and verification

First computed	2026-07-05T09:56:44.938096Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

049218b74d238114deea1705df5c8b980eb27544bab5f829a28e6545cd7ba86e

Aliases

arxiv: 2101.09868 · arxiv_version: 2101.09868v4 · doi: 10.48550/arxiv.2101.09868 · pith_short_12: ASJBRN2NEOAR · pith_short_16: ASJBRN2NEOARJXXK · pith_short_8: ASJBRN2N

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/ASJBRN2NEOARJXXKC4C56XELTA \
  | 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: 049218b74d238114deea1705df5c8b980eb27544bab5f829a28e6545cd7ba86e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88c58fc17b90cd273da0dfd120f8f3c3b6d61e786a9223d59a8fcb323787f671",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-25T02:56:18Z",
    "title_canon_sha256": "f814de5a7e70217865d6fc2f8e6bd66ce663a0384b38bb6195a5c91aa86b3a6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.09868",
    "kind": "arxiv",
    "version": 4
  }
}