Pith Number

pith:GL4E3BRY

pith:2017:GL4E3BRYLPM7LDN2CS7UHPJN3F

not attested not anchored not stored refs pending

Exploring Generalization in Deep Learning

Behnam Neyshabur, David McAllester, Nathan Srebro, Srinadh Bhojanapalli

arxiv:1706.08947 v2 · 2017-06-27 · 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{GL4E3BRYLPM7LDN2CS7UHPJN3F}

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

3 papers in Pith

A Sharper Picture of Generalization in Transformers

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement

Feature Starvation as Geometric Instability in Sparse Autoencoders

Receipt and verification

First computed	2026-05-18T00:40:48.459898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32f84d86385bd9f58dba14bf43bd2dd962840cec2e9d61050ebf7d76b097271f

Aliases

arxiv: 1706.08947 · arxiv_version: 1706.08947v2 · doi: 10.48550/arxiv.1706.08947 · pith_short_12: GL4E3BRYLPM7 · pith_short_16: GL4E3BRYLPM7LDN2 · pith_short_8: GL4E3BRY

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/GL4E3BRYLPM7LDN2CS7UHPJN3F \
  | 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: 32f84d86385bd9f58dba14bf43bd2dd962840cec2e9d61050ebf7d76b097271f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a82037c1ef32227e3c243c0d19fa313f97a29c9c9cc6500a24be68b329be93e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-06-27T17:20:06Z",
    "title_canon_sha256": "d69396ad9fe69b3b63d233b7b3e95e731624305ffb5b90334a83f3f473f048ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.08947",
    "kind": "arxiv",
    "version": 2
  }
}