Pith Number

pith:S2FSNUT6

pith:2024:S2FSNUT6XJDHEGE3OLQKKUO6UK

not attested not anchored not stored refs pending

Strong convexity-guided hyper-parameter optimization for flatter losses

Rahul Yedida, Snehanshu Saha

arxiv:2402.05025 v1 · 2024-02-07 · 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{S2FSNUT6XJDHEGE3OLQKKUO6UK}

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	2026-07-05T07:42:35.322899Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

968b26d27eba4672189b72e0a551dea2aa560e242b42ac3af3518b03dc167163

Aliases

arxiv: 2402.05025 · arxiv_version: 2402.05025v1 · doi: 10.48550/arxiv.2402.05025 · pith_short_12: S2FSNUT6XJDH · pith_short_16: S2FSNUT6XJDHEGE3 · pith_short_8: S2FSNUT6

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/S2FSNUT6XJDHEGE3OLQKKUO6UK \
  | 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: 968b26d27eba4672189b72e0a551dea2aa560e242b42ac3af3518b03dc167163

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66ef4f38610166d95de16657f00518ab34215b379e46f6223f01c767f77ebea0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T16:47:07Z",
    "title_canon_sha256": "90183f6771c3c85c12337452d595930d42074373a90fa68125a8ecf6d70cba18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05025",
    "kind": "arxiv",
    "version": 1
  }
}