Pith Number

pith:QK7VFMNJ

pith:2022:QK7VFMNJJZKJDKJG22XUD5CAJS

not attested not anchored not stored refs pending

On the Algorithmic Stability and Generalization of Adaptive Optimization Methods

Barnab\'as P\'oczos, Hai Pham, Han Nguyen, Sashank J. Reddi

arxiv:2211.03970 v1 · 2022-11-08 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QK7VFMNJJZKJDKJG22XUD5CAJS}

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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

1 paper in Pith

Uniform Stability and Generalization Error of GD and SGD on Fixed-Point Parameters

Receipt and verification

First computed	2026-07-05T05:14:00.472172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82bf52b1a94e5491a926d6af41f4404caa7ae3814f57e398bb408d279037c686

Aliases

arxiv: 2211.03970 · arxiv_version: 2211.03970v1 · doi: 10.48550/arxiv.2211.03970 · pith_short_12: QK7VFMNJJZKJ · pith_short_16: QK7VFMNJJZKJDKJG · pith_short_8: QK7VFMNJ

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/QK7VFMNJJZKJDKJG22XUD5CAJS \
  | 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: 82bf52b1a94e5491a926d6af41f4404caa7ae3814f57e398bb408d279037c686

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc1648b653db0a863737b6c65cbc129cee7c8d75a0749fddb68b1dfdb1469aee",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-08T02:59:39Z",
    "title_canon_sha256": "39bc7e8888052dce21be6eab82f57384a46c1b629e6465707d8c9e74c589f192"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.03970",
    "kind": "arxiv",
    "version": 1
  }
}