Pith Number

pith:B2FISPAU

pith:2026:B2FISPAU7DDGPKAXXN5CRPRIW6

not attested not anchored not stored refs pending

Enhanced Diffusion Sampling: Efficient Rare Event Sampling and Free Energy Calculation with Diffusion Models

Adam E. Foster, Cecilia Clementi, Christopher M. Bishop, Frank No\'e, Iryna Zaporozhets, Jos\'e Jim\'enez Luna, Lixin Sun, Ludwig Winkler, Michael Gastegger, Sarah Lewis, Tim Hempel, Yaoyi Chen, Yu Xie

arxiv:2602.16634 v2 · 2026-02-18 · stat.ML · cs.AI · cs.LG · physics.bio-ph · physics.chem-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B2FISPAU7DDGPKAXXN5CRPRIW6}

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

3 papers in Pith

Few-Step Boltzmann Generators via Scalable Likelihood Flow Maps

Generative Pseudo-Force Fields for Molecular Generation

Differentiable free energy surface: a variational approach to directly observing rare events using generative deep-learning models

Receipt and verification

First computed	2026-06-30T01:17:34.354080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e8a893c14f8c667a817bb7a28be28b7a5e6152f8915ef8f367ec749d0661588

Aliases

arxiv: 2602.16634 · arxiv_version: 2602.16634v2 · doi: 10.48550/arxiv.2602.16634 · pith_short_12: B2FISPAU7DDG · pith_short_16: B2FISPAU7DDGPKAX · pith_short_8: B2FISPAU

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/B2FISPAU7DDGPKAXXN5CRPRIW6 \
  | 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: 0e8a893c14f8c667a817bb7a28be28b7a5e6152f8915ef8f367ec749d0661588

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83b66ff8fc39f85957c6b9206640b31ec5ed2462238a7f9c4581926f2f7d4179",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "physics.bio-ph",
      "physics.chem-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-02-18T17:26:15Z",
    "title_canon_sha256": "8ada6c604759ce56c270fa0c1db2472b2b35b5fa1b91291378f2cf140d50c43b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.16634",
    "kind": "arxiv",
    "version": 2
  }
}