Pith Number

pith:PD7BSUL7

pith:2023:PD7BSUL7IEX465NPZ4ZKNM6C4K

not attested not anchored not stored refs pending

Sampling with flows, diffusion and autoregressive neural networks: A spin-glass perspective

Davide Ghio, Florent Krzakala, Lenka Zdeborov\'a, Yatin Dandi

arxiv:2308.14085 v1 · 2023-08-27 · cond-mat.dis-nn · cond-mat.stat-mech · 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{PD7BSUL7IEX465NPZ4ZKNM6C4K}

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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

A Hierarchical Energy-Based Model for Multimodal Cognition

Receipt and verification

First computed	2026-07-05T08:45:46.569204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78fe19517f412fcf75afcf32a6b3c2e2b585d327b0599f85a5705bbc816dcda9

Aliases

arxiv: 2308.14085 · arxiv_version: 2308.14085v1 · doi: 10.48550/arxiv.2308.14085 · pith_short_12: PD7BSUL7IEX4 · pith_short_16: PD7BSUL7IEX465NP · pith_short_8: PD7BSUL7

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/PD7BSUL7IEX465NPZ4ZKNM6C4K \
  | 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: 78fe19517f412fcf75afcf32a6b3c2e2b585d327b0599f85a5705bbc816dcda9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84485139a10dcea1dc5f85f85a7efa986659ea288282c6021f87320eb5a3f04c",
    "cross_cats_sorted": [
      "cond-mat.stat-mech",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2023-08-27T12:16:33Z",
    "title_canon_sha256": "e25f97c504baeb1c389aede19be1aee166d04aece829530632435d66b7e01e86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.14085",
    "kind": "arxiv",
    "version": 1
  }
}