Pith Number

pith:CWXLFZNL

pith:2021:CWXLFZNLBANQIIDKJ5WAU4OXPN

not attested not anchored not stored refs pending

A Layer-wise Adversarial-aware Quantization Optimization for Improving Robustness

Chang Song, Hai Li, Riya Ranjan

arxiv:2110.12308 v1 · 2021-10-23 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CWXLFZNLBANQIIDKJ5WAU4OXPN}

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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

Boundary-Aware Quantization: Finite-Scale Decision Geometry of Neural Classifiers

Receipt and verification

First computed	2026-07-05T03:25:02.989799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15aeb2e5ab081b04206a4f6c0a71d77b6cccd6df48dbaea3a3f7633fa64daba1

Aliases

arxiv: 2110.12308 · arxiv_version: 2110.12308v1 · doi: 10.48550/arxiv.2110.12308 · pith_short_12: CWXLFZNLBANQ · pith_short_16: CWXLFZNLBANQIIDK · pith_short_8: CWXLFZNL

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/CWXLFZNLBANQIIDKJ5WAU4OXPN \
  | 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: 15aeb2e5ab081b04206a4f6c0a71d77b6cccd6df48dbaea3a3f7633fa64daba1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91830bd6c95d02ac67afb0adbd3280c2efd494622fa5c9b1a81815ed210bb348",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-23T22:11:30Z",
    "title_canon_sha256": "e1d5a495eef7d7a6d782da1d30fcebd5a8ffd42bef5f7c499ac5c86d98bee5aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.12308",
    "kind": "arxiv",
    "version": 1
  }
}