Pith Number

pith:X3IM7FER

pith:2022:X3IM7FERLDBO6R4CZ76MEY4RLF

not attested not anchored not stored refs pending

Estimation Contracts for Outlier-Robust Geometric Perception

Luca Carlone

arxiv:2208.10521 v2 · 2022-08-22 · stat.ML · cs.CV · cs.DS · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X3IM7FERLDBO6R4CZ76MEY4RLF}

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.

Cited by

1 paper in Pith

Outlier-Robust Training of Machine Learning Models

Receipt and verification

First computed	2026-07-05T05:25:50.525942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bed0cf949158c2ef4782cffcc26391596788dcbbd00a3acf5ebedcdf46f0ac96

Aliases

arxiv: 2208.10521 · arxiv_version: 2208.10521v2 · doi: 10.48550/arxiv.2208.10521 · pith_short_12: X3IM7FERLDBO · pith_short_16: X3IM7FERLDBO6R4C · pith_short_8: X3IM7FER

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/X3IM7FERLDBO6R4CZ76MEY4RLF \
  | 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: bed0cf949158c2ef4782cffcc26391596788dcbbd00a3acf5ebedcdf46f0ac96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11cab94525ac8a63f47de433aa0debd3bc8c2727d14674b9594cb04a3d2e3d87",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DS",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-08-22T18:01:49Z",
    "title_canon_sha256": "e7335a66604a517842c778f0cb0980895abfa067516e6acc6203b293f7bf63b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10521",
    "kind": "arxiv",
    "version": 2
  }
}