Pith Number

pith:2OXMX5WZ

pith:2023:2OXMX5WZSESIG3DD4L5JSF56GT

not attested not anchored not stored refs pending

Surprisal Driven $k$-NN for Robust and Interpretable Nonparametric Learning

Amartya Banerjee, Cade Mack, Christopher J. Hazard, Jack Xia, Jacob Beel, Michael Resnick, Will Goddin

arxiv:2311.10246 v2 · 2023-11-17 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2OXMX5WZSESIG3DD4L5JSF56GT}

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

Valid Property-Enhanced Contrastive Learning for Targeted Optimization & Resampling for Novel Drug Design

Receipt and verification

First computed	2026-07-05T07:40:59.802883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3aecbf6d99124836c63e2fa9917be34c419903c20a47a5eba7a2398140cf11f

Aliases

arxiv: 2311.10246 · arxiv_version: 2311.10246v2 · doi: 10.48550/arxiv.2311.10246 · pith_short_12: 2OXMX5WZSESI · pith_short_16: 2OXMX5WZSESIG3DD · pith_short_8: 2OXMX5WZ

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/2OXMX5WZSESIG3DD4L5JSF56GT \
  | 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: d3aecbf6d99124836c63e2fa9917be34c419903c20a47a5eba7a2398140cf11f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "745abeb44860d96b2c8929f169b4732d2ead15d6c5a90a92fdd3f1cabcdfde89",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-17T00:35:38Z",
    "title_canon_sha256": "5a2454a12b3bd6b6f9498bc74e1d232e899892e9f26729e04f4bcd6c680144ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.10246",
    "kind": "arxiv",
    "version": 2
  }
}