Pith Number

pith:64UN4WQM

pith:2024:64UN4WQMXAEKX47O2VQQ762QCU

not attested not anchored not stored refs pending

Cross-Entropy Is All You Need To Invert the Data Generating Process

Alice Bizeul, Attila Juhos, David Klindt, Julia E. Vogt, Patrik Reizinger, Randall Balestriero, Wieland Brendel

arxiv:2410.21869 v3 · 2024-10-29 · cs.LG · cs.AI · 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{64UN4WQMXAEKX47O2VQQ762QCU}

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

9 papers in Pith

When Does LeJEPA Learn a World Model?

Understanding Self-Supervised Learning via Latent Distribution Matching

Unsupervised Causal Abstractions Discovery

A Dialogue between Causal and Traditional Representation Learning: Toward Mutual Benefits in a Unified Formulation

Understanding Self-Supervised Learning via Latent Distribution Matching

Receipt and verification

First computed	2026-07-05T10:19:30.444011Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f728de5a0cb808abf3eed5610ffb50152437839f61e31b8386154d04aa382b51

Aliases

arxiv: 2410.21869 · arxiv_version: 2410.21869v3 · doi: 10.48550/arxiv.2410.21869 · pith_short_12: 64UN4WQMXAEK · pith_short_16: 64UN4WQMXAEKX47O · pith_short_8: 64UN4WQM

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/64UN4WQMXAEKX47O2VQQ762QCU \
  | 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: f728de5a0cb808abf3eed5610ffb50152437839f61e31b8386154d04aa382b51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9ad49ac5f5db04fd2a04ab738b8c605b2e87040d23f9c098e79289816c6278e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-29T09:03:57Z",
    "title_canon_sha256": "9a71ee654475fda43322461488bfa96839ac4da07c1f1fafa62e7f4f4f9c6afa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21869",
    "kind": "arxiv",
    "version": 3
  }
}