Pith Number

pith:A3SE3TGE

pith:2025:A3SE3TGEJAOP2TSRKKRPD2YJKP

not attested not anchored not stored refs pending

On Hardening DNNs against Noisy Computations

Bernhard Klein, Hendrik Borras, Holger Fr\"oning, Xiao Wang

arxiv:2501.14531 v1 · 2025-01-24 · 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{A3SE3TGEJAOP2TSRKKRPD2YJKP}

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	2026-07-05T10:05:02.326740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06e44dccc4481cfd4e5152a2f1eb0953de2bb97a894350f08f84adaac203a48d

Aliases

arxiv: 2501.14531 · arxiv_version: 2501.14531v1 · doi: 10.48550/arxiv.2501.14531 · pith_short_12: A3SE3TGEJAOP · pith_short_16: A3SE3TGEJAOP2TSR · pith_short_8: A3SE3TGE

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/A3SE3TGEJAOP2TSRKKRPD2YJKP \
  | 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: 06e44dccc4481cfd4e5152a2f1eb0953de2bb97a894350f08f84adaac203a48d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c32392e0c3239b30fa310663e7d1978118cbb2c9eb59e9d0a9e5d4fd7d33ae76",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-24T14:37:24Z",
    "title_canon_sha256": "108ac688c83411c9df42a6648c0b6ecdab60b6d0afbf4f712df60e6550634aab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14531",
    "kind": "arxiv",
    "version": 1
  }
}