Pith Number

pith:CUTFIRWC

pith:2023:CUTFIRWC6DYNDGQTHCEVNUV45Q

not attested not anchored not stored refs pending

Analysis of learning a flow-based generative model from limited sample complexity

Eric Vanden-Eijnden, Florent Krzakala, Hugo Cui, Lenka Zdeborov\'a

arxiv:2310.03575 v2 · 2023-10-05 · stat.ML · 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{CUTFIRWC6DYNDGQTHCEVNUV45Q}

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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

3 papers in Pith

Statistical Properties of Training & Generalization

The Interplay of Data Structure and Imbalance in the Learning Dynamics of Diffusion Models

Receipt and verification

First computed	2026-07-05T08:56:14.326555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15265446c2f0f0d19a13388956d2bcec35eafe8913e135ac3ae9830880e9c3c2

Aliases

arxiv: 2310.03575 · arxiv_version: 2310.03575v2 · doi: 10.48550/arxiv.2310.03575 · pith_short_12: CUTFIRWC6DYN · pith_short_16: CUTFIRWC6DYNDGQT · pith_short_8: CUTFIRWC

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/CUTFIRWC6DYNDGQTHCEVNUV45Q \
  | 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: 15265446c2f0f0d19a13388956d2bcec35eafe8913e135ac3ae9830880e9c3c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d5bb25d382e81018f279e2230ec18866d07ddbc8e01e0348a2fe916bfdf3df6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-10-05T14:53:40Z",
    "title_canon_sha256": "f79487a5acb8c19beb309a03d68d609671b394bd2040f392ce5f85a8ddb1e405"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03575",
    "kind": "arxiv",
    "version": 2
  }
}