Pith Number

pith:T3YTLRY7

pith:2025:T3YTLRY7KMENON7GG37S6IEDFH

not attested not anchored not stored refs pending

Custom Algorithm-based Fault Tolerance for Attention Layers in Transformers

Giorgos Dimitrakopoulos, Kosmas Alexandridis, Vasileios Titopoulos

arxiv:2507.16676 v1 · 2025-07-22 · cs.LG · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T3YTLRY7KMENON7GG37S6IEDFH}

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

2 papers in Pith

Not All Errors Are Equal: A Systematic Study of Error Propagation in Large Language Model Inference

Self-Verifying Measurement Records: Hash-Linked Evidence Graphs for Hardware Benchmarking

Receipt and verification

First computed	2026-07-05T11:41:28.963772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ef135c71f5308d737e636ff2f208329d5970a3baf0855c80e934291e027e335

Aliases

arxiv: 2507.16676 · arxiv_version: 2507.16676v1 · doi: 10.48550/arxiv.2507.16676 · pith_short_12: T3YTLRY7KMEN · pith_short_16: T3YTLRY7KMENON7G · pith_short_8: T3YTLRY7

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/T3YTLRY7KMENON7GG37S6IEDFH \
  | 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: 9ef135c71f5308d737e636ff2f208329d5970a3baf0855c80e934291e027e335

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d31d34226a036c424316be5c65e3dc02eb1fc5810131b1522aca0be106275a2",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-22T15:11:13Z",
    "title_canon_sha256": "b9d4d7ba5d2ebe0b5692ce457465ff65588f95f42445cf540768f71a947e3ef7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16676",
    "kind": "arxiv",
    "version": 1
  }
}