Pith Number

pith:JWMW6D5D

pith:2024:JWMW6D5DRYZEHICJTHAAVZMNNT

not attested not anchored not stored refs pending

On the Convergence of Min-Max Langevin Dynamics and Algorithm

Andre Wibisono, Siddharth Mitra, Xiuyuan Wang, Yang Cai

arxiv:2412.20471 v3 · 2024-12-29 · cs.GT · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JWMW6D5DRYZEHICJTHAAVZMNNT}

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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

On gradient descent-ascent flows in metric spaces

Receipt and verification

First computed	2026-07-05T11:28:33.084044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d996f0fa38e3243a04999c00ae58d6cc58893339c089aaec73c01051f176c74

Aliases

arxiv: 2412.20471 · arxiv_version: 2412.20471v3 · doi: 10.48550/arxiv.2412.20471 · pith_short_12: JWMW6D5DRYZE · pith_short_16: JWMW6D5DRYZEHICJ · pith_short_8: JWMW6D5D

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/JWMW6D5DRYZEHICJTHAAVZMNNT \
  | 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: 4d996f0fa38e3243a04999c00ae58d6cc58893339c089aaec73c01051f176c74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b19a36ed97a954e0f1efea29d63594fe826f65ae557b7a59004cdd851e7f79aa",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-12-29T14:20:23Z",
    "title_canon_sha256": "15791931440827210f572ff216898b08417745e566410ea86f8d1820544e43be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20471",
    "kind": "arxiv",
    "version": 3
  }
}