Pith Number

pith:RWMU4TE6

pith:2022:RWMU4TE6TGCE26HCLODFBL4IEO

not attested not anchored not stored refs pending

Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics

Bernhard Klein, Hendrik Borras, Holger Fr\"oning

arxiv:2212.10430 v2 · 2022-12-20 · cs.LG · cs.AR · cs.ET

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RWMU4TE6TGCE26HCLODFBL4IEO}

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.

Cited by

1 paper in Pith

When Probing Accuracy Saturates, Fragility Resolves: A Complementary Metric for LLM Pre-Training Analysis

Receipt and verification

First computed	2026-07-05T08:31:38.758535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d994e4c9e99844d78e25b8650af8823b05f6203067855f73845e867a87f2f6f

Aliases

arxiv: 2212.10430 · arxiv_version: 2212.10430v2 · doi: 10.48550/arxiv.2212.10430 · pith_short_12: RWMU4TE6TGCE · pith_short_16: RWMU4TE6TGCE26HC · pith_short_8: RWMU4TE6

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/RWMU4TE6TGCE26HCLODFBL4IEO \
  | 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: 8d994e4c9e99844d78e25b8650af8823b05f6203067855f73845e867a87f2f6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1ca84fff023960bbf691acf3fc90c466cf7a76ff977b1456cae375e925d79a9",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.ET"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-20T17:09:08Z",
    "title_canon_sha256": "c4766e348a079f02ae589043fd334bb0f3ea38699a5a1807f86cd4907e6f149d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10430",
    "kind": "arxiv",
    "version": 2
  }
}