Pith Number

pith:NLZYDC3N

pith:2021:NLZYDC3NFFBD33D4DTU4ECOQTP

not attested not anchored not stored refs pending

Better Training using Weight-Constrained Stochastic Dynamics

Amos Storkey, Benedict Leimkuhler, Tiffany Vlaar, Timoth\'ee Pouchon

arxiv:2106.10704 v1 · 2021-06-20 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NLZYDC3NFFBD33D4DTU4ECOQTP}

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.

Cited by

1 paper in Pith

Recursive Bound-Constrained AdaGrad with Applications to Multilevel and Domain Decomposition Minimization

Receipt and verification

First computed	2026-07-05T02:50:52.068464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6af3818b6d29423dec7c1ce9c209d09be4b6274b6a5e186b7f600635ef9287ed

Aliases

arxiv: 2106.10704 · arxiv_version: 2106.10704v1 · doi: 10.48550/arxiv.2106.10704 · pith_short_12: NLZYDC3NFFBD · pith_short_16: NLZYDC3NFFBD33D4 · pith_short_8: NLZYDC3N

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/NLZYDC3NFFBD33D4DTU4ECOQTP \
  | 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: 6af3818b6d29423dec7c1ce9c209d09be4b6274b6a5e186b7f600635ef9287ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a38650925ef635f59d5596985ff4de20056bede8b2bfc71a3cf91862e5a934f7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-20T14:41:06Z",
    "title_canon_sha256": "222f48ba72dacb3759914177aefa523f7bfff0d4291cd2af8281f7aea7b62e66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10704",
    "kind": "arxiv",
    "version": 1
  }
}