Pith Number

pith:ML2B24V6

pith:2025:ML2B24V65HI43RRGOJRCRXZ6W3

not attested not anchored not stored refs pending

Scalable Discrete Diffusion Samplers: Combinatorial Optimization and Statistical Physics

Haoyu Peter Wang, Martin Ennemoser, Sebastian Lehner, Sebastian Sanokowski, Sepp Hochreiter, Wilhelm Berghammer

arxiv:2502.08696 v3 · 2025-02-12 · cs.LG · cond-mat.stat-mech · cs.AI · physics.comp-ph · 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{ML2B24V65HI43RRGOJRCRXZ6W3}

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

2 papers in Pith

Adaptive Order Policies for Masked Diffusion

Demonstrating Real Advantage of Machine-Learning-Enhanced Monte Carlo for Combinatorial Optimization

Receipt and verification

First computed	2026-07-05T11:33:19.948518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62f41d72bee9d1cdc626726228df3eb6ce6bb9710ac9d811923909934a6483e3

Aliases

arxiv: 2502.08696 · arxiv_version: 2502.08696v3 · doi: 10.48550/arxiv.2502.08696 · pith_short_12: ML2B24V65HI4 · pith_short_16: ML2B24V65HI43RRG · pith_short_8: ML2B24V6

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/ML2B24V65HI43RRGOJRCRXZ6W3 \
  | 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: 62f41d72bee9d1cdc626726228df3eb6ce6bb9710ac9d811923909934a6483e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "905dda9b5fe7d8122e0b8bc83a485ae8721adffa59dd1c793f88c89126898d66",
    "cross_cats_sorted": [
      "cond-mat.stat-mech",
      "cs.AI",
      "physics.comp-ph",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T18:59:55Z",
    "title_canon_sha256": "c0600139eaa9a3de613a6d18d64dec705bcbc2e21bfd35187a36c6b18a1cf2b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08696",
    "kind": "arxiv",
    "version": 3
  }
}