Pith Number

pith:FRFSXWFD

pith:2022:FRFSXWFD5FUHIP3VWJS6G54JT3

not attested not anchored not stored refs pending

Stochastic Langevin Differential Inclusions with Applications to Machine Learning

Fabio V. Difonzo, Jakub Marecek, Vyacheslav Kungurtsev

arxiv:2206.11533 v3 · 2022-06-23 · math.OC · cs.LG · cs.NA · math.NA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FRFSXWFD5FUHIP3VWJS6G54JT3}

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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

Metropolis-adjusted Subdifferential Langevin Algorithm

Receipt and verification

First computed	2026-07-05T08:17:54.411088Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c4b2bd8a3e968743f75b265e377899ec588f6897979a05daf7fc79b34510966

Aliases

arxiv: 2206.11533 · arxiv_version: 2206.11533v3 · doi: 10.48550/arxiv.2206.11533 · pith_short_12: FRFSXWFD5FUH · pith_short_16: FRFSXWFD5FUHIP3V · pith_short_8: FRFSXWFD

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/FRFSXWFD5FUHIP3VWJS6G54JT3 \
  | 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: 2c4b2bd8a3e968743f75b265e377899ec588f6897979a05daf7fc79b34510966

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a6404703712735cb0b31e0b4657611c688eccb8c17140803b4cdb8ef02278bb",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-06-23T08:29:17Z",
    "title_canon_sha256": "62b656fcdbc26c4705fc574084058814567c303a183aecf3d681c908b7a517d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.11533",
    "kind": "arxiv",
    "version": 3
  }
}