Pith Number

pith:YTZVNKYO

pith:2024:YTZVNKYOFAQBHTB6IXFJOUHIGN

not attested not anchored not stored refs pending

The Broader Landscape of Robustness in Algorithmic Statistics

Gautam Kamath

arxiv:2412.02670 v3 · 2024-12-03 · stat.ML · cs.CR · cs.DS · cs.IT · math.IT · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YTZVNKYOFAQBHTB6IXFJOUHIGN}

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

Square$\chi$PO: Differentially Private and Robust $\chi^2$-Preference Optimization in Offline Direct Alignment

Receipt and verification

First computed	2026-07-05T12:05:11.425064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4f356ab0e282013cc3e45ca9750e833720f6d8af7e1ebab5d330fea8fcce88f

Aliases

arxiv: 2412.02670 · arxiv_version: 2412.02670v3 · doi: 10.48550/arxiv.2412.02670 · pith_short_12: YTZVNKYOFAQB · pith_short_16: YTZVNKYOFAQBHTB6 · pith_short_8: YTZVNKYO

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/YTZVNKYOFAQBHTB6IXFJOUHIGN \
  | 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: c4f356ab0e282013cc3e45ca9750e833720f6d8af7e1ebab5d330fea8fcce88f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4c00b15c9082accfbaebe38a22c190e00be1f2246ec13aa39edf5ace7fa1475",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DS",
      "cs.IT",
      "math.IT",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-03T18:44:19Z",
    "title_canon_sha256": "543b5383659992894051d8f03745d6073ff39fc4af35f54247d8ab498be688c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02670",
    "kind": "arxiv",
    "version": 3
  }
}