Pith Number

pith:W4YEUTWC

pith:2017:W4YEUTWCV3ZNNQPMTLNQYWGNH4

not attested not anchored not stored refs pending

Towards Understanding Generalization of Deep Learning: Perspective of Loss Landscapes

Lei Wu, Weinan E, Zhanxing Zhu

arxiv:1706.10239 v2 · 2017-06-30 · 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{W4YEUTWCV3ZNNQPMTLNQYWGNH4}

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

2 papers in Pith

Deep network as memory space: complexity, generalization, disentangled representation and interpretability

Flatness and Gradient Alignment Are Both Necessary: Spectral-Aware Gradient-Aligned Exploration for Multi-Distribution Learning

Receipt and verification

First computed	2026-05-18T00:29:30.122734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7304a4ec2aef2d6c1ec9adb0c58cd3f1158d9589a38b2f5c8c091b5c5c79308

Aliases

arxiv: 1706.10239 · arxiv_version: 1706.10239v2 · doi: 10.48550/arxiv.1706.10239 · pith_short_12: W4YEUTWCV3ZN · pith_short_16: W4YEUTWCV3ZNNQPM · pith_short_8: W4YEUTWC

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/W4YEUTWCV3ZNNQPMTLNQYWGNH4 \
  | 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: b7304a4ec2aef2d6c1ec9adb0c58cd3f1158d9589a38b2f5c8c091b5c5c79308

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad0dc833fa016e81e7339c74851fe343a71a28c96325db09e614074479c6d9c6",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-06-30T15:30:21Z",
    "title_canon_sha256": "150ee797a99c40aa1b5a5557488c0a9cfa873c63078e413a76dd3123784b2dc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.10239",
    "kind": "arxiv",
    "version": 2
  }
}