Pith Number

pith:FBKIYPHR

pith:2023:FBKIYPHRYFIEWAATLC5VSSUMOO

not attested not anchored not stored refs pending

Feature emergence via margin maximization: case studies in algebraic tasks

Benjamin L. Edelman, Costin-Andrei Oncescu, Depen Morwani, Rosie Zhao, Sham Kakade

arxiv:2311.07568 v2 · 2023-11-13 · 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{FBKIYPHRYFIEWAATLC5VSSUMOO}

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

There Will Be a Scientific Theory of Deep Learning

Receipt and verification

First computed	2026-07-05T07:46:26.422450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28548c3cf1c1504b001358bb594a8c739c230332349e6e57b0d29d68e5273d95

Aliases

arxiv: 2311.07568 · arxiv_version: 2311.07568v2 · doi: 10.48550/arxiv.2311.07568 · pith_short_12: FBKIYPHRYFIE · pith_short_16: FBKIYPHRYFIEWAAT · pith_short_8: FBKIYPHR

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/FBKIYPHRYFIEWAATLC5VSSUMOO \
  | 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: 28548c3cf1c1504b001358bb594a8c739c230332349e6e57b0d29d68e5273d95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e89fa20ca2016955f0a2e73bd23088eb7627f1f04af7047c4de413258332324",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-13T18:56:33Z",
    "title_canon_sha256": "96158b0babfa244e07cdda6383da59a6c77ab8a4df37d88ade82a331145f73e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.07568",
    "kind": "arxiv",
    "version": 2
  }
}