Pith Number

pith:CURN2RUJ

pith:2022:CURN2RUJE2DQZNSXH7MTJELMGL

not attested not anchored not stored refs pending

Adaptive Gradient Methods at the Edge of Stability

Behrooz Ghorbani, Daniel Suo, David Cardoze, George E. Dahl, Jeremy M. Cohen, Justin Gilmer, Michal Badura, Naman Agarwal, Shankar Krishnan, Sourabh Medapati, Zachary Nado

arxiv:2207.14484 v2 · 2022-07-29 · cs.LG

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\usepackage{pith}
\pithnumber{CURN2RUJE2DQZNSXH7MTJELMGL}

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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

14 papers in Pith

Compute Efficiency and Serial Runtime Tradeoffs for Stochastic Momentum Methods

Muon Learns More Robust and Transferable Features than Adam

Prototype Language Models

A Physics-Inspired Optimizer: Velocity Regularized Adam

Spectral Dynamics in Deep Networks: Feature Learning, Outlier Escape, and Learning Rate Transfer

Receipt and verification

First computed	2026-07-05T08:08:15.199979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1522dd468926870cb6573fd934916c32e758acaf8a6ab4298d70fa90b4c91fd9

Aliases

arxiv: 2207.14484 · arxiv_version: 2207.14484v2 · doi: 10.48550/arxiv.2207.14484 · pith_short_12: CURN2RUJE2DQ · pith_short_16: CURN2RUJE2DQZNSX · pith_short_8: CURN2RUJ

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/CURN2RUJE2DQZNSXH7MTJELMGL \
  | 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: 1522dd468926870cb6573fd934916c32e758acaf8a6ab4298d70fa90b4c91fd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d68b066b952acb43c31b75003940d4b11e6e7e1b06cac7a9b21a562d14733dc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-29T05:23:47Z",
    "title_canon_sha256": "26213289254e06676c331c2ad657437cdd156f570a151068fcfd9cbdfaf206dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.14484",
    "kind": "arxiv",
    "version": 2
  }
}