Pith Number

pith:FAH7OIBY

pith:2023:FAH7OIBYZEC5W5CF2RYSULPU77

not attested not anchored not stored refs pending

Exploring Model Learning Heterogeneity for Boosting Ensemble Robustness

Ka-Ho Chow, Ling Liu, Wenqi Wei, Yanzhao Wu

arxiv:2310.02237 v1 · 2023-10-03 · cs.CV · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FAH7OIBYZEC5W5CF2RYSULPU77}

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	2026-07-05T06:56:51.748399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

280ff72038c905db7445d4712a2df4fffbcc9e89a9336b6e8287e0d9a65c3459

Aliases

arxiv: 2310.02237 · arxiv_version: 2310.02237v1 · doi: 10.48550/arxiv.2310.02237 · pith_short_12: FAH7OIBYZEC5 · pith_short_16: FAH7OIBYZEC5W5CF · pith_short_8: FAH7OIBY

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/FAH7OIBYZEC5W5CF2RYSULPU77 \
  | 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: 280ff72038c905db7445d4712a2df4fffbcc9e89a9336b6e8287e0d9a65c3459

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd382f7e2a93a827ce9726c92581f21e6746786ec805ccf16f9d6999d6182d90",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-03T17:47:25Z",
    "title_canon_sha256": "ae387273f2d185fd803bd1835dbde77e82c182ad3adfed1cf323c2fc213fd811"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02237",
    "kind": "arxiv",
    "version": 1
  }
}