Pith Number

pith:G2NP6PHU

pith:2018:G2NP6PHUD6ZXSGM532WJWOXIFG

not attested not anchored not stored refs pending

Deep learning generalizes because the parameter-function map is biased towards simple functions

Ard A. Louis, Chico Q. Camargo, Guillermo Valle-P\'erez

arxiv:1805.08522 v5 · 2018-05-22 · stat.ML · cs.AI · cs.LG · cs.NE

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

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\usepackage{pith}
\pithnumber{G2NP6PHUD6ZXSGM532WJWOXIFG}

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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

5 papers in Pith

Algorithmic Task Capture, Computational Complexity, and Inductive Bias of Infinite Transformers

Risks from Learned Optimization in Advanced Machine Learning Systems

Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data

Estimating Implicit Regularization in Deep Learning

Distributional simplicity bias and effective convexity in Energy Based Models

Receipt and verification

First computed	2026-05-17T23:48:06.688787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

369aff3cf41fb379199ddeac9b3ae829bd043272ac1d46cf11d39062379ae8d4

Aliases

arxiv: 1805.08522 · arxiv_version: 1805.08522v5 · doi: 10.48550/arxiv.1805.08522 · pith_short_12: G2NP6PHUD6ZX · pith_short_16: G2NP6PHUD6ZXSGM5 · pith_short_8: G2NP6PHU

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/G2NP6PHUD6ZXSGM532WJWOXIFG \
  | 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: 369aff3cf41fb379199ddeac9b3ae829bd043272ac1d46cf11d39062379ae8d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dceeebd7446ed63e8e1e1ea3e389906e85866a9bd1de1fd7f899b4246a633634",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-05-22T11:51:36Z",
    "title_canon_sha256": "d383e8a3c39ec489829901468d6b442064c304955153d69cbde82bb433a3ad7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.08522",
    "kind": "arxiv",
    "version": 5
  }
}