Pith Number

pith:XIJWF43S

pith:2018:XIJWF43SLMKODVSG3X5JMQGBEX

not attested not anchored not stored refs pending

Learning to Quantize Deep Networks by Optimizing Quantization Intervals with Task Loss

Changkyu Choi, Changyong Son, Jae-Joon Han, Jinwoo Son, Sangil Jung, Seohyung Lee, Sung Ju Hwang, Youngjun Kwak

arxiv:1808.05779 v3 · 2018-08-17 · cs.CV

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\usepackage{pith}
\pithnumber{XIJWF43SLMKODVSG3X5JMQGBEX}

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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

Evolutionary fine tuning of quantized convolution-based deep learning models

Receipt and verification

First computed	2026-05-18T00:00:08.185618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba1362f3725b14e1d646ddfa9640c125e647f34370c6d4d119994da746050fde

Aliases

arxiv: 1808.05779 · arxiv_version: 1808.05779v3 · doi: 10.48550/arxiv.1808.05779 · pith_short_12: XIJWF43SLMKO · pith_short_16: XIJWF43SLMKODVSG · pith_short_8: XIJWF43S

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/XIJWF43SLMKODVSG3X5JMQGBEX \
  | 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: ba1362f3725b14e1d646ddfa9640c125e647f34370c6d4d119994da746050fde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8643e162cc65826e8a9ed55e85c235fb2f9de4181190528c3926ef0309385dfa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2018-08-17T07:28:17Z",
    "title_canon_sha256": "79dd01ddfdd8f94c6ebcd5b8695822e536a1ace6f00eefa4b4abce832473ce6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.05779",
    "kind": "arxiv",
    "version": 3
  }
}