Pith Number

pith:67S2C6KI

pith:2025:67S2C6KIIKQETB3X2IW5WXEDM5

not attested not anchored not stored refs pending

Training with Confidence: Catching Silent Errors in Deep Learning Training with Automated Proactive Checks

Beijie Liu, Boyu Xu, Peng Huang, Runhui Xu, Yuxuan Jiang, Ziming Zhou

arxiv:2506.14813 v1 · 2025-06-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{67S2C6KIIKQETB3X2IW5WXEDM5}

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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

Demystifying the Silence of Correctness Bugs in PyTorch Compiler

Receipt and verification

First computed	2026-07-05T11:23:31.985609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7e5a1794842a0498777d22ddb5c83675a1a895c8e02f06b5979ebd6badc2bc1

Aliases

arxiv: 2506.14813 · arxiv_version: 2506.14813v1 · doi: 10.48550/arxiv.2506.14813 · pith_short_12: 67S2C6KIIKQE · pith_short_16: 67S2C6KIIKQETB3X · pith_short_8: 67S2C6KI

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/67S2C6KIIKQETB3X2IW5WXEDM5 \
  | 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: f7e5a1794842a0498777d22ddb5c83675a1a895c8e02f06b5979ebd6badc2bc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9d529ce08867ef8f37d41eb322f9f195d15ee9b08b0788749c012173f319366",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-06T05:34:42Z",
    "title_canon_sha256": "fd9970105514f3708758d089e34ded697909f91bbf81153713b19dd13977ee6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14813",
    "kind": "arxiv",
    "version": 1
  }
}