Pith Number

pith:BVMPWIFG

pith:2024:BVMPWIFGA7AQ6MUQLO225DDE2I

not attested not anchored not stored refs pending

Deep Learning Through A Telescoping Lens: A Simple Model Provides Empirical Insights On Grokking, Gradient Boosting & Beyond

Alan Jeffares, Alicia Curth, Mihaela van der Schaar

arxiv:2411.00247 v1 · 2024-10-31 · 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{BVMPWIFGA7AQ6MUQLO225DDE2I}

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

Not All Explanations for Deep Learning Phenomena Are Equally Valuable

Receipt and verification

First computed	2026-07-05T09:29:39.642984Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d58fb20a607c10f32905bb5ae8c64d22002d0f934dd68854f0f984872a81b40

Aliases

arxiv: 2411.00247 · arxiv_version: 2411.00247v1 · doi: 10.48550/arxiv.2411.00247 · pith_short_12: BVMPWIFGA7AQ · pith_short_16: BVMPWIFGA7AQ6MUQ · pith_short_8: BVMPWIFG

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/BVMPWIFGA7AQ6MUQLO225DDE2I \
  | 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: 0d58fb20a607c10f32905bb5ae8c64d22002d0f934dd68854f0f984872a81b40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abc54ba59d3ade6b08775cde6534406884287add15603cea1e60584b8435cfe2",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T22:54:34Z",
    "title_canon_sha256": "aee7fda5a9e1c240bdbaa33f41a2e7c5aac425cd2a6309c7d75ca2cb1f193b6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00247",
    "kind": "arxiv",
    "version": 1
  }
}