Pith Number

pith:YY6XP2HP

pith:2021:YY6XP2HPJ352DDIE6LIKWWW6SO

not attested not anchored not stored refs pending

Taxonomizing local versus global structure in neural network loss landscapes

Joe Zou, Joseph E. Gonzalez, Kannan Ramchandran, Liam Hodgkinson, Michael W. Mahoney, Ryan Theisen, Yaoqing Yang

arxiv:2107.11228 v2 · 2021-07-23 · 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{YY6XP2HPJ352DDIE6LIKWWW6SO}

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

SETOL: A Semi-Empirical Theory of (Deep) Learning

Receipt and verification

First computed	2026-07-05T03:40:01.183504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c63d77e8ef4efba18d04f2d0ab5ade938145e385ce09a14f91dcdb7e7e33b2c3

Aliases

arxiv: 2107.11228 · arxiv_version: 2107.11228v2 · doi: 10.48550/arxiv.2107.11228 · pith_short_12: YY6XP2HPJ352 · pith_short_16: YY6XP2HPJ352DDIE · pith_short_8: YY6XP2HP

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/YY6XP2HPJ352DDIE6LIKWWW6SO \
  | 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: c63d77e8ef4efba18d04f2d0ab5ade938145e385ce09a14f91dcdb7e7e33b2c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b07516f563fa56b01997f86f4d2684e803a985973ae6f00bd93753a53552233c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-23T13:37:14Z",
    "title_canon_sha256": "5c7594e9ebb0ab6b3747310fc7849291d78789a90a9244cb445f168f631f093a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.11228",
    "kind": "arxiv",
    "version": 2
  }
}