Pith Number

pith:2QSL5JXS

pith:2026:2QSL5JXSB3EFQI564LBZFEFSLL

not attested not anchored not stored refs pending

Efficient Training of Boltzmann Generators Using Off-Policy Log-Dispersion Regularization

Christopher von Klitzing, Henrik Schopmans, Pascal Friederich

arxiv:2602.03729 v2 · 2026-02-03 · 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{2QSL5JXSB3EFQI564LBZFEFSLL}

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

1 paper in Pith

Learning Structure, Energy, and Dynamics: A Survey of Artificial Intelligence for Protein Dynamics

Receipt and verification

First computed	2026-06-23T03:14:28.225145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d424bea6f20ec85823bee2c39290b25af8d8017184b72935556529fc560b6ef4

Aliases

arxiv: 2602.03729 · arxiv_version: 2602.03729v2 · doi: 10.48550/arxiv.2602.03729 · pith_short_12: 2QSL5JXSB3EF · pith_short_16: 2QSL5JXSB3EFQI56 · pith_short_8: 2QSL5JXS

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/2QSL5JXSB3EFQI564LBZFEFSLL \
  | 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: d424bea6f20ec85823bee2c39290b25af8d8017184b72935556529fc560b6ef4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc0af9303409bfba50a23c4d65a6ca5cfaf9a6d8e0c23b6fe3c3d33976e4db11",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-03T16:49:32Z",
    "title_canon_sha256": "1c559ff0b55aec96cf252363e095bfe8f12bb57d772c748ff7cac3acbe678891"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.03729",
    "kind": "arxiv",
    "version": 2
  }
}