Pith Number

pith:ZR23OHU2

pith:2018:ZR23OHU2T47R7LVLFERS2XY2DY

not attested not anchored not stored refs pending

Quantization Error as a Metric for Dynamic Precision Scaling in Neural Net Training

Dylan Malone Stuart, Ian Taras

arxiv:1801.08621 v2 · 2018-01-25 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZR23OHU2T47R7LVLFERS2XY2DY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-05-17T23:55:38.843955Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc75b71e9a9f3f1faeab29232d5f1a1e2106e3b01e233ac2ba8fbe8de14fd2ca

Aliases

arxiv: 1801.08621 · arxiv_version: 1801.08621v2 · doi: 10.48550/arxiv.1801.08621 · pith_short_12: ZR23OHU2T47R · pith_short_16: ZR23OHU2T47R7LVL · pith_short_8: ZR23OHU2

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/ZR23OHU2T47R7LVLFERS2XY2DY \
  | 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: cc75b71e9a9f3f1faeab29232d5f1a1e2106e3b01e233ac2ba8fbe8de14fd2ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffb5bf2e564f20cc9220fbcbaed2acb6941f68e58b4fb0b426250a8fd16a10cb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-01-25T22:24:27Z",
    "title_canon_sha256": "4f518f1bd77cf431d6afb00f511a197a25f852bf7821062cda6a2e427df2aaf3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1801.08621",
    "kind": "arxiv",
    "version": 2
  }
}