Pith Number

pith:SDM3QML6

pith:2019:SDM3QML6EMO6EPME72PACO4E4J

not attested not anchored not stored refs pending

Trained Quantization Thresholds for Accurate and Efficient Fixed-Point Inference of Deep Neural Networks

Albert Gural, Chris H. Dick, Michael Wu, Sambhav R. Jain

arxiv:1903.08066 v3 · 2019-03-19 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{SDM3QML6EMO6EPME72PACO4E4J}

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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

Dedicated Inference Engine and Binary-Weight Neural Networks for Lightweight Instance Segmentation

Receipt and verification

First computed	2026-07-05T00:44:24.926221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90d9b8317e231de23d84fe9e013b84e245a8211e7bbead9d5c56b12f029d0c8f

Aliases

arxiv: 1903.08066 · arxiv_version: 1903.08066v3 · doi: 10.48550/arxiv.1903.08066 · pith_short_12: SDM3QML6EMO6 · pith_short_16: SDM3QML6EMO6EPME · pith_short_8: SDM3QML6

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/SDM3QML6EMO6EPME72PACO4E4J \
  | 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: 90d9b8317e231de23d84fe9e013b84e245a8211e7bbead9d5c56b12f029d0c8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc3f4eeaf4de40903548e023d01834263d970fbb6e01b5bec24d3deab1fe040b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-03-19T15:50:24Z",
    "title_canon_sha256": "2534e05f23c7b17b2e49eb47d125b5a562261a3f65ba4a399ea31c16ac3dbf7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.08066",
    "kind": "arxiv",
    "version": 3
  }
}