Pith Number

pith:FNT45U3O

pith:2025:FNT45U3OQF5DEYN6SBVZQBLT7L

not attested not anchored not stored refs pending

DCFO: Density-Based Counterfactuals for Outliers -- Additional Material

Arthur Zimek, Ira Assent, Lena Krieger, Pernille Matthews, Tommaso Amico

arxiv:2512.10659 v3 · 2025-12-11 · 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{FNT45U3OQF5DEYN6SBVZQBLT7L}

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	2026-05-29T02:05:38.316916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b67ced36e817a3261be906b980573faf1abe74330a9c656863fd55819e28a94

Aliases

arxiv: 2512.10659 · arxiv_version: 2512.10659v3 · doi: 10.48550/arxiv.2512.10659 · pith_short_12: FNT45U3OQF5D · pith_short_16: FNT45U3OQF5DEYN6 · pith_short_8: FNT45U3O

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/FNT45U3OQF5DEYN6SBVZQBLT7L \
  | 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: 2b67ced36e817a3261be906b980573faf1abe74330a9c656863fd55819e28a94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71e8e0e86bb0e06e18df932ecb5494cf6de9d4607c9e7be41b756804a78dbdf7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-11T14:04:52Z",
    "title_canon_sha256": "fd3888f4d7fed634de00e7c9d17bf1088667119440801207823784276dce340b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.10659",
    "kind": "arxiv",
    "version": 3
  }
}