Pith Number

pith:NWWVGYGT

pith:2023:NWWVGYGT2PJDM7AO5HPFAX4M3O

not attested not anchored not stored refs pending

The instabilities of large learning rate training: a loss landscape view

Lawrence Wang, Stephen Roberts

arxiv:2307.11948 v1 · 2023-07-22 · 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{NWWVGYGT2PJDM7AO5HPFAX4M3O}

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

An Analysis of Layer-Freezing Strategies for Enhanced Transfer Learning in YOLO Architectures

Receipt and verification

First computed	2026-07-05T06:33:36.521852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6dad5360d3d3d2367c0ee9de505f8cdb855e0edfee56f5c01c69e72fc1aab7e3

Aliases

arxiv: 2307.11948 · arxiv_version: 2307.11948v1 · doi: 10.48550/arxiv.2307.11948 · pith_short_12: NWWVGYGT2PJD · pith_short_16: NWWVGYGT2PJDM7AO · pith_short_8: NWWVGYGT

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/NWWVGYGT2PJDM7AO5HPFAX4M3O \
  | 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: 6dad5360d3d3d2367c0ee9de505f8cdb855e0edfee56f5c01c69e72fc1aab7e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c16c31d774559e89447d8f3d914689be156280776e5739e51eb5be225db3b240",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-22T00:07:49Z",
    "title_canon_sha256": "7c3cab0e1ffc1f13ccffe2c7c07381711637cb451a1348cc27337f822ea53987"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.11948",
    "kind": "arxiv",
    "version": 1
  }
}