Pith Number

pith:XLFMLSPP

pith:2018:XLFMLSPPZSXJLUZ6IFRZNNXV7Z

not attested not anchored not stored refs pending

A Walk with SGD

Chen Xing, Christos Tsirigotis, Devansh Arpit, Yoshua Bengio

arxiv:1802.08770 v4 · 2018-02-24 · stat.ML · 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{XLFMLSPPZSXJLUZ6IFRZNNXV7Z}

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

12 papers in Pith

Hessian based analysis of SGD for Deep Nets: Dynamics and Generalization

Deep learning applied to computational mechanics: A comprehensive review, state of the art, and the classics

Does Weight Decay Enhance Training Stability?

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement

Receipt and verification

First computed	2026-05-18T00:14:40.266377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bacac5c9efccae95d33e416396b6f5fe6e82a82e8a16949a521fd39d73d125f1

Aliases

arxiv: 1802.08770 · arxiv_version: 1802.08770v4 · doi: 10.48550/arxiv.1802.08770 · pith_short_12: XLFMLSPPZSXJ · pith_short_16: XLFMLSPPZSXJLUZ6 · pith_short_8: XLFMLSPP

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/XLFMLSPPZSXJLUZ6IFRZNNXV7Z \
  | 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: bacac5c9efccae95d33e416396b6f5fe6e82a82e8a16949a521fd39d73d125f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "037f6ef1b71059a669954b27021e605596de8f3db5b3a1b18364f4281e9e89b5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-02-24T00:21:10Z",
    "title_canon_sha256": "d1ff5716651889c85dd3a29c44da3d3be801e39744c53508f5f9d3e23d372d6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.08770",
    "kind": "arxiv",
    "version": 4
  }
}