Pith Number

pith:RD5X3ULW

pith:2021:RD5X3ULWXMJHJRCUGFNTLEOPCN

not attested not anchored not stored refs pending

Exploring the Geometry and Topology of Neural Network Loss Landscapes

Bastian Rieck, Guillaume Lajoie, Guy Wolf, Jessie Huang, Smita Krishnaswamy, Stefan Horoi

arxiv:2102.00485 v2 · 2021-01-31 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RD5X3ULWXMJHJRCUGFNTLEOPCN}

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

Ravines in quantum cost landscapes: opportunities for improved VQA predictions

Receipt and verification

First computed	2026-07-05T03:51:54.340905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88fb7dd176bb1274c454315b3591cf1367ad974105164170079baefcfcdf548b

Aliases

arxiv: 2102.00485 · arxiv_version: 2102.00485v2 · doi: 10.48550/arxiv.2102.00485 · pith_short_12: RD5X3ULWXMJH · pith_short_16: RD5X3ULWXMJHJRCU · pith_short_8: RD5X3ULW

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/RD5X3ULWXMJHJRCUGFNTLEOPCN \
  | 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: 88fb7dd176bb1274c454315b3591cf1367ad974105164170079baefcfcdf548b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c69b00b1aee32c5ba548d39e501cc813937d4bfc5dd74e1674789010d9de5b41",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-31T16:30:50Z",
    "title_canon_sha256": "ff7ecdc1b8bc3f5fff4551f63827e62e6cdc558b5b50ffc7ad1d34956440f3d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.00485",
    "kind": "arxiv",
    "version": 2
  }
}