Pith Number

pith:C4ECWWTD

pith:2024:C4ECWWTDX7IOH2M6XW6OQLI2JJ

not attested not anchored not stored refs pending

Outlier-Robust Training of Machine Learning Models

Charis Georgiou, Jingnan Shi, Luca Carlone, Rajat Talak

arxiv:2501.00265 v1 · 2024-12-31 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C4ECWWTDX7IOH2M6XW6OQLI2JJ}

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	2026-07-05T09:55:41.937029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17082b5a63bfd0e3e99ebdbce82d1a4a5a4a16f483176445195e32b91c55e27a

Aliases

arxiv: 2501.00265 · arxiv_version: 2501.00265v1 · doi: 10.48550/arxiv.2501.00265 · pith_short_12: C4ECWWTDX7IO · pith_short_16: C4ECWWTDX7IOH2M6 · pith_short_8: C4ECWWTD

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/C4ECWWTDX7IOH2M6XW6OQLI2JJ \
  | 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: 17082b5a63bfd0e3e99ebdbce82d1a4a5a4a16f483176445195e32b91c55e27a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28b88ec86c54a832ed81d175b35ce851a68f960b4278292dfac6f4ed443ec68b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-31T04:19:53Z",
    "title_canon_sha256": "f95ce26022f03687db39aafa892decd91c07c3ef0c73e25b90418c69dc16c499"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00265",
    "kind": "arxiv",
    "version": 1
  }
}