Pith Number

pith:FL74WV7J

pith:2025:FL74WV7JPCRWGLVRYRVWC7GS2T

not attested not anchored not stored refs pending

Learning Latent Energy-Based Models via Interacting Particle Langevin Dynamics

Joanna Marks, O. Deniz Akyildiz, Tim Y. J. Wang

arxiv:2510.12311 v2 · 2025-10-14 · stat.ML · cs.LG · stat.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FL74WV7JPCRWGLVRYRVWC7GS2T}

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.

Receipt and verification

First computed	2026-07-15T01:20:48.643305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2affcb57e978a3632eb1c46b617cd2d4c7846320209886501f98be2934344306

Aliases

arxiv: 2510.12311 · arxiv_version: 2510.12311v2 · doi: 10.48550/arxiv.2510.12311 · pith_short_12: FL74WV7JPCRW · pith_short_16: FL74WV7JPCRWGLVR · pith_short_8: FL74WV7J

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/FL74WV7JPCRWGLVRYRVWC7GS2T \
  | 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: 2affcb57e978a3632eb1c46b617cd2d4c7846320209886501f98be2934344306

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "320ba7e66bf412691741e61775b669ed601a695d7b5414522162ed958ed8088a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-10-14T09:10:37Z",
    "title_canon_sha256": "a23751e6d99970f6ea035da69a121b7f5475b4a3d85ee491aef9b1dbdea6c766"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.12311",
    "kind": "arxiv",
    "version": 2
  }
}