Pith Number

pith:WVRY2F6X

pith:2025:WVRY2F6X64HJUN6OGYSVT6MJNU

not attested not anchored not stored refs pending

Flat Minima and Generalization: Insights from Stochastic Convex Optimization

Matan Schliserman, Shira Vansover-Hager, Tomer Koren

arxiv:2511.03548 v2 · 2025-11-05 · 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{WVRY2F6X64HJUN6OGYSVT6MJNU}

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	2026-05-26T02:03:59.204659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5638d17d7f70e9a37ce362559f9896d1d4672664811f725f5c4aacf05597d90

Aliases

arxiv: 2511.03548 · arxiv_version: 2511.03548v2 · doi: 10.48550/arxiv.2511.03548 · pith_short_12: WVRY2F6X64HJ · pith_short_16: WVRY2F6X64HJUN6O · pith_short_8: WVRY2F6X

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/WVRY2F6X64HJUN6OGYSVT6MJNU \
  | 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: b5638d17d7f70e9a37ce362559f9896d1d4672664811f725f5c4aacf05597d90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2788bc8a0ae83695ecf797f498e1d86ba5a6e40cd49125ae7b685c15cfbc25f7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-05T15:31:42Z",
    "title_canon_sha256": "0893e0dd1ac190eabe465715c199c7364379bb675aff1ba8a2f60564e5da492b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.03548",
    "kind": "arxiv",
    "version": 2
  }
}