Pith Number

pith:WDLKFIT2

pith:2025:WDLKFIT2QYUH27JTTEBLEVM2IU

not attested not anchored not stored refs pending

TAO: Tolerance-Aware Optimistic Verification for Floating-Point Neural Networks

Hongxu Su, Huan Zhang, Jianzhu Yao, Pramod Viswanath, Taobo Liao, Xuechao Wang, Zerui Cheng

arxiv:2510.16028 v4 · 2025-10-15 · cs.CR · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WDLKFIT2QYUH27JTTEBLEVM2IU}

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	2026-06-09T01:05:09.937607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0d6a2a27a86287d7d339902b2559a452443841040e2c7c14ae91eeebe09d0f1

Aliases

arxiv: 2510.16028 · arxiv_version: 2510.16028v4 · doi: 10.48550/arxiv.2510.16028 · pith_short_12: WDLKFIT2QYUH · pith_short_16: WDLKFIT2QYUH27JT · pith_short_8: WDLKFIT2

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/WDLKFIT2QYUH27JTTEBLEVM2IU \
  | 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: b0d6a2a27a86287d7d339902b2559a452443841040e2c7c14ae91eeebe09d0f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "096ad8fadee5d2864e56228b1420206df756f80630518225ed6aa898364db782",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-10-15T21:10:39Z",
    "title_canon_sha256": "4e4793e798fe1fc9ca80d5749d373d9d17c23131544dce114314060adc8f11c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.16028",
    "kind": "arxiv",
    "version": 4
  }
}