Pith Number

pith:6GKZG5CS

pith:2022:6GKZG5CSKMGFLNHCSTHERKWV4Y

not attested not anchored not stored refs pending

Diagnosing and Fixing Manifold Overfitting in Deep Generative Models

Anthony L. Caterini, Brendan Leigh Ross, Gabriel Loaiza-Ganem, Jesse C. Cresswell

arxiv:2204.07172 v4 · 2022-04-14 · stat.ML · cs.AI · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6GKZG5CSKMGFLNHCSTHERKWV4Y}

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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

1 paper in Pith

Characterizing Neural Manifolds' Properties and Curvatures using Normalizing Flows

Receipt and verification

First computed	2026-07-05T05:20:10.968736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f195937452530c55b4e294ce48aad5e61ef4dc6e431f23975888077362970a63

Aliases

arxiv: 2204.07172 · arxiv_version: 2204.07172v4 · doi: 10.48550/arxiv.2204.07172 · pith_short_12: 6GKZG5CSKMGF · pith_short_16: 6GKZG5CSKMGFLNHC · pith_short_8: 6GKZG5CS

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/6GKZG5CSKMGFLNHCSTHERKWV4Y \
  | 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: f195937452530c55b4e294ce48aad5e61ef4dc6e431f23975888077362970a63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f9fe4b9b45b7fd5aa4ea2e0148b692bda7750358a79f227ed5db2e3b3ff2f95",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-04-14T18:00:03Z",
    "title_canon_sha256": "40e7632738f6819b3722f4f5e4246b31dedd53613a23234d7363fb7a93dcb1d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.07172",
    "kind": "arxiv",
    "version": 4
  }
}