Pith Number

pith:M535T6XO

pith:2022:M535T6XOK4Z2XG6M7FMSG7VCH3

not attested not anchored not stored refs pending

Vertical Layering of Quantized Neural Networks for Heterogeneous Inference

Hai Wu, Haoru Tan, Kaibin Huang, Ruifei He, Xiaojuan Qi

arxiv:2212.05326 v1 · 2022-12-10 · 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{M535T6XOK4Z2XG6M7FMSG7VCH3}

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	2026-07-05T05:24:02.782612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6777d9faee5733ab9bccf959237ea23ec568c3603b0a3881b2152b3e405ff95a

Aliases

arxiv: 2212.05326 · arxiv_version: 2212.05326v1 · doi: 10.48550/arxiv.2212.05326 · pith_short_12: M535T6XOK4Z2 · pith_short_16: M535T6XOK4Z2XG6M · pith_short_8: M535T6XO

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/M535T6XOK4Z2XG6M7FMSG7VCH3 \
  | 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: 6777d9faee5733ab9bccf959237ea23ec568c3603b0a3881b2152b3e405ff95a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dafd7b551ae44f562546ef0cb0eb2a345f557d102a74cc62229fe67a505d4fa7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-10T15:57:38Z",
    "title_canon_sha256": "27facdf9481ed97b7201a32a64c50cddbbdd4caa13c1d2df933c9e5404f06c1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.05326",
    "kind": "arxiv",
    "version": 1
  }
}