Pith Number

pith:ELP4V5O2

pith:2018:ELP4V5O2OXOO3C34VLKX67NFLF

not attested not anchored not stored refs pending

Stronger generalization bounds for deep nets via a compression approach

Behnam Neyshabur, Rong Ge, Sanjeev Arora, Yi Zhang

arxiv:1802.05296 v4 · 2018-02-14 · 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{ELP4V5O2OXOO3C34VLKX67NFLF}

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

Characterizing Learning in Deep Neural Networks using Tractable Algorithmic Complexity Analysis

Receipt and verification

First computed	2026-05-17T23:59:53.193434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22dfcaf5da75dced8b7caad57f7da5595ff8dd825952b2d407cd4ffedaac03a4

Aliases

arxiv: 1802.05296 · arxiv_version: 1802.05296v4 · doi: 10.48550/arxiv.1802.05296 · pith_short_12: ELP4V5O2OXOO · pith_short_16: ELP4V5O2OXOO3C34 · pith_short_8: ELP4V5O2

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/ELP4V5O2OXOO3C34VLKX67NFLF \
  | 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: 22dfcaf5da75dced8b7caad57f7da5595ff8dd825952b2d407cd4ffedaac03a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2c64066bc6d28356db935f500d88cfcbf724d7cfb4991d36574a596c429d551",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-14T19:38:07Z",
    "title_canon_sha256": "050c2c1163ad8b9f42e25098afd712f14560d32821b1799a6dac5fae0d6d5c60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.05296",
    "kind": "arxiv",
    "version": 4
  }
}