Pith Number

pith:QG2MSKPI

pith:2024:QG2MSKPI7DVXO6ZM3T2JQKAZIF

not attested not anchored not stored refs pending

High Noise Scheduling is a Must

Cody Bumgardner, Ge Wang, Jie Zhang, Jin Chen, Mahmut S. Gokmen

arxiv:2404.06353 v1 · 2024-04-09 · cs.LG · cs.AI · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QG2MSKPI7DVXO6ZM3T2JQKAZIF}

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	2026-07-05T08:06:08.021287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81b4c929e8f8eb777b2cdcf4982819414312aea43bf3303f1d2e10da723ca5ed

Aliases

arxiv: 2404.06353 · arxiv_version: 2404.06353v1 · doi: 10.48550/arxiv.2404.06353 · pith_short_12: QG2MSKPI7DVX · pith_short_16: QG2MSKPI7DVXO6ZM · pith_short_8: QG2MSKPI

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/QG2MSKPI7DVXO6ZM3T2JQKAZIF \
  | 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: 81b4c929e8f8eb777b2cdcf4982819414312aea43bf3303f1d2e10da723ca5ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "648e80cfe8db31ae74cbbaa7096a783e779536d94cc2c4c1a5e52d186b85a5f6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-09T14:44:12Z",
    "title_canon_sha256": "b7cdaf9ef388558f1d81955e2f54ca6252e4082796b9241dcc9c80cf96ac1075"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06353",
    "kind": "arxiv",
    "version": 1
  }
}