Pith Number

pith:OCTS5W6T

pith:2026:OCTS5W6T4MZYW72PFO3VL2ISCZ

not attested not anchored not stored refs pending

Random Reshuffling Dominates Stochastic Gradient Descent

Zijian Liu

arxiv:2606.32005 v1 · 2026-06-30 · math.OC · cs.LG · 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{OCTS5W6T4MZYW72PFO3VL2ISCZ}

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	2026-07-01T01:18:28.828223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70a72edbd3e3338b7f4f2bb755e912166d3b6e69925ba9a4dba09987e0898c4f

Aliases

arxiv: 2606.32005 · arxiv_version: 2606.32005v1 · doi: 10.48550/arxiv.2606.32005 · pith_short_12: OCTS5W6T4MZY · pith_short_16: OCTS5W6T4MZYW72P · pith_short_8: OCTS5W6T

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/OCTS5W6T4MZYW72PFO3VL2ISCZ \
  | 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: 70a72edbd3e3338b7f4f2bb755e912166d3b6e69925ba9a4dba09987e0898c4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62d33bf82093ee88cb4ac3bb6b79301f997537a9f9d498dddac7c935714be787",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2026-06-30T17:38:22Z",
    "title_canon_sha256": "a3c87c6c314274297d0477441dcb6e9130b60a048097c348c3f57668909ae7c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.32005",
    "kind": "arxiv",
    "version": 1
  }
}