Pith Number

pith:DXUWWHNJ

pith:2024:DXUWWHNJXNUVESWUYREQ7DLX6U

not attested not anchored not stored refs pending

Implications of Noise in Resistive Memory on Deep Neural Networks for Image Classification

Holger Fr\"oning, Kai Xi, Yannick Emonds

arxiv:2401.05820 v1 · 2024-01-11 · cs.LG · cs.CV · cs.ET · cs.PF

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

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\usepackage{pith}
\pithnumber{DXUWWHNJXNUVESWUYREQ7DLX6U}

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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

On Hardening DNNs against Noisy Computations

Receipt and verification

First computed	2026-07-05T07:32:35.910729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1de96b1da9bb69524ad4c4490f8d77f5362c83ebcd81a90d443e03f2c5c7af6c

Aliases

arxiv: 2401.05820 · arxiv_version: 2401.05820v1 · doi: 10.48550/arxiv.2401.05820 · pith_short_12: DXUWWHNJXNUV · pith_short_16: DXUWWHNJXNUVESWU · pith_short_8: DXUWWHNJ

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/DXUWWHNJXNUVESWUYREQ7DLX6U \
  | 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: 1de96b1da9bb69524ad4c4490f8d77f5362c83ebcd81a90d443e03f2c5c7af6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8df864625b1cdd1de470bcdee513d581ecf694f61692bc8ef68cba9a7c43d98a",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.ET",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-11T10:36:45Z",
    "title_canon_sha256": "c2ed5e09ed1660edd12a5e3be3807b8bf44fc9d9d9833e98bc838fff4bb87238"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05820",
    "kind": "arxiv",
    "version": 1
  }
}