Pith Number

pith:IRORGWA3

pith:2021:IRORGWA3WRK7UT5TDVGLJELZMK

not attested not anchored not stored refs pending

Towards Practical Robustness Analysis for DNNs based on PAC-Model Learning

Bai Xue, Cheng-Chao Huang, Lijun Zhang, Pengfei Yang, Renjue Li, Youcheng Sun

arxiv:2101.10102 v2 · 2021-01-25 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IRORGWA3WRK7UT5TDVGLJELZMK}

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	2026-07-05T04:14:23.476787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

445d13581bb455fa4fb31d4cb4917962b54fad3305c3be87f4353a48b955f6c2

Aliases

arxiv: 2101.10102 · arxiv_version: 2101.10102v2 · doi: 10.48550/arxiv.2101.10102 · pith_short_12: IRORGWA3WRK7 · pith_short_16: IRORGWA3WRK7UT5T · pith_short_8: IRORGWA3

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/IRORGWA3WRK7UT5TDVGLJELZMK \
  | 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: 445d13581bb455fa4fb31d4cb4917962b54fad3305c3be87f4353a48b955f6c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f57821c36a7a5e4c97c15dceab8c13055f32b475dc90d96c84d97c8deda2b46",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-25T14:10:52Z",
    "title_canon_sha256": "ff3d422b265a94fe9ecadc0283360eff84bda37468ce39a550a7c0098cba6740"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.10102",
    "kind": "arxiv",
    "version": 2
  }
}