Pith Number

pith:2LS2DYHT

pith:2022:2LS2DYHTB2652GO6CYNPMTS5TC

not attested not anchored not stored refs pending

Adam Can Converge Without Any Modification On Update Rules

Congliang Chen, Naichen Shi, Ruoyu Sun, Yushun Zhang, Zhi-Quan Luo

arxiv:2208.09632 v5 · 2022-08-20 · 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{2LS2DYHTB2652GO6CYNPMTS5TC}

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

Central limit theorem for the averaged Adam optimizer

Receipt and verification

First computed	2026-07-05T05:32:47.080389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2e5a1e0f30ebddd19de161af64e5d98a58eabc88b2f6720b5ec44a89c4081dc

Aliases

arxiv: 2208.09632 · arxiv_version: 2208.09632v5 · doi: 10.48550/arxiv.2208.09632 · pith_short_12: 2LS2DYHTB265 · pith_short_16: 2LS2DYHTB2652GO6 · pith_short_8: 2LS2DYHT

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/2LS2DYHTB2652GO6CYNPMTS5TC \
  | 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: d2e5a1e0f30ebddd19de161af64e5d98a58eabc88b2f6720b5ec44a89c4081dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc31ad4067127f84a5617eeea1f1b1e6997b1b69c8f5b4d316c0ba54a49a51be",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-20T08:12:37Z",
    "title_canon_sha256": "86c7edacbc16fea42c1044bf86ad3c4b28484dd59fb48e514ad5fd1065a956c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.09632",
    "kind": "arxiv",
    "version": 5
  }
}