Pith Number

pith:IVSRHKSH

pith:2020:IVSRHKSHBPPC2XW3BYCSNVZZ6E

not attested not anchored not stored refs pending

Towards Theoretically Understanding Why SGD Generalizes Better Than ADAM in Deep Learning

Caiming Xiong, Chao Ma, Jiashi Feng, Pan Zhou, Steven Hoi, Weinan E

arxiv:2010.05627 v2 · 2020-10-12 · cs.LG · cs.AI · math.OC · 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{IVSRHKSHBPPC2XW3BYCSNVZZ6E}

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.

Receipt and verification

First computed	2026-07-05T03:35:26.542776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

456513aa470bde2d5edb0e0526d739f10ae7dfb36f7246cf38824ac0c0b58e13

Aliases

arxiv: 2010.05627 · arxiv_version: 2010.05627v2 · doi: 10.48550/arxiv.2010.05627 · pith_short_12: IVSRHKSHBPPC · pith_short_16: IVSRHKSHBPPC2XW3 · pith_short_8: IVSRHKSH

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/IVSRHKSHBPPC2XW3BYCSNVZZ6E \
  | 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: 456513aa470bde2d5edb0e0526d739f10ae7dfb36f7246cf38824ac0c0b58e13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf074c4c913c5d0372f6c61576910d2788e7fe3dfeb1660fffafdc1df345b830",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-12T12:00:26Z",
    "title_canon_sha256": "12ad96d58ee5f4c7a035dc1848edfa53b0a0377b35f731cb0f8f69d41767d64a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.05627",
    "kind": "arxiv",
    "version": 2
  }
}