Pith Number

pith:YXFSY4M2

pith:2024:YXFSY4M2MTAJS6PHJE24MIUCWD

not attested not anchored not stored refs pending

Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization

Daniel M. Roy, Gintare Karolina Dziugaite, Idan Attias, Mahdi Haghifam, Roi Livni

arxiv:2402.09327 v2 · 2024-02-14 · 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{YXFSY4M2MTAJS6PHJE24MIUCWD}

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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

2 papers in Pith

Cram Less to Fit More: Training Data Pruning Improves Memorization of Facts

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Receipt and verification

First computed	2026-07-05T08:45:25.164449Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5cb2c719a64c09979e74935c62282b0e5882c7c51ed737529d4f944014e5644

Aliases

arxiv: 2402.09327 · arxiv_version: 2402.09327v2 · doi: 10.48550/arxiv.2402.09327 · pith_short_12: YXFSY4M2MTAJ · pith_short_16: YXFSY4M2MTAJS6PH · pith_short_8: YXFSY4M2

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/YXFSY4M2MTAJS6PHJE24MIUCWD \
  | 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: c5cb2c719a64c09979e74935c62282b0e5882c7c51ed737529d4f944014e5644

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a77012b8c1c98b7f6882e1e1e2c38a326a7a48fb35a3153b3a88df551399606d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-14T17:17:30Z",
    "title_canon_sha256": "26cc1ed6ce459f201d3238b976001205ab9c1fff1d3c141dd62c3406959c224a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09327",
    "kind": "arxiv",
    "version": 2
  }
}