Pith Number

pith:ZSM755SL

pith:2022:ZSM755SLGSXGJ27C4GJ7HMFTPU

not attested not anchored not stored refs pending

Low-Pass Filtering SGD for Recovering Flat Optima in the Deep Learning Optimization Landscape

Anna Choromanska, Devansh Bisla, Jing Wang

arxiv:2201.08025 v2 · 2022-01-20 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZSM755SLGSXGJ27C4GJ7HMFTPU}

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

Learning from Limited and Imperfect Data

Receipt and verification

First computed	2026-07-05T03:54:04.465377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc99fef64b34ae64ebe2e193f3b0b37d273bf9a42d8d1770a9db1a3b3a28f932

Aliases

arxiv: 2201.08025 · arxiv_version: 2201.08025v2 · doi: 10.48550/arxiv.2201.08025 · pith_short_12: ZSM755SLGSXG · pith_short_16: ZSM755SLGSXGJ27C · pith_short_8: ZSM755SL

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/ZSM755SLGSXGJ27C4GJ7HMFTPU \
  | 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: cc99fef64b34ae64ebe2e193f3b0b37d273bf9a42d8d1770a9db1a3b3a28f932

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb50e9298c90810a90b51a0bf130847a1b603504c7368a03329e3e4774d3ef75",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-20T07:13:04Z",
    "title_canon_sha256": "931fb6cc50f02c941b5a3cc366cdc356634a31a3e441245e1e253e0bf669edfe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.08025",
    "kind": "arxiv",
    "version": 2
  }
}