Pith Number

pith:M6Y7KGVQ

pith:2024:M6Y7KGVQDADK6C7DO4JFWNSEPU

not attested not anchored not stored refs pending

A Practical Theory of Generalization in Selectivity Learning

Haoshu Xu, Peizhi Wu, Ryan Marcus, Zachary G. Ives

arxiv:2409.07014 v3 · 2024-09-11 · stat.ML · cs.DB · 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{M6Y7KGVQDADK6C7DO4JFWNSEPU}

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	2026-05-20T00:02:02.921240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67b1f51ab01806af0be377125b36447d18638b06f958d17023c956d542f6cd6f

Aliases

arxiv: 2409.07014 · arxiv_version: 2409.07014v3 · doi: 10.48550/arxiv.2409.07014 · pith_short_12: M6Y7KGVQDADK · pith_short_16: M6Y7KGVQDADK6C7D · pith_short_8: M6Y7KGVQ

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/M6Y7KGVQDADK6C7DO4JFWNSEPU \
  | 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: 67b1f51ab01806af0be377125b36447d18638b06f958d17023c956d542f6cd6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1365fae22b501b7d0d24ebeb564bbb1e6d3ae309abde2d70ef10f0d58bca6871",
    "cross_cats_sorted": [
      "cs.DB",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-09-11T05:10:32Z",
    "title_canon_sha256": "9b484f06ddecbb5e79239949c6bdca5254b0418f47040f68456f53baac9caf79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07014",
    "kind": "arxiv",
    "version": 3
  }
}