Pith Number

pith:YN5T25Z3

pith:2023:YN5T25Z35FS37HMKNGD5U3MHBH

not attested not anchored not stored refs pending

Advances in machine-learning-based sampling motivated by lattice quantum chromodynamics

Danilo J. Rezende, Gurtej Kanwar, Kyle Cranmer, Phiala E. Shanahan, S\'ebastien Racani\`ere

arxiv:2309.01156 v1 · 2023-09-03 · hep-lat · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YN5T25Z35FS37HMKNGD5U3MHBH}

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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

6 papers in Pith

Diffusion Models for Sampling Near Criticality in Lattice Field Theories

Higher-order hopping-parameter expansion by human-AI collaboration

Intrinsic Width of the Flux Tube as a tool to explore confining mechanisms in Lattice Gauge Theories

Normalizing flows for all-orders QED corrections in lattice field theory

Scaling flow-based approaches for topology sampling in $\mathrm{SU}(3)$ gauge theory

Receipt and verification

First computed	2026-07-05T06:47:33.588147Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c37b3d773be965bf9d8a6987da6d8709dbe584d50f5b6437e03d58a6e249593d

Aliases

arxiv: 2309.01156 · arxiv_version: 2309.01156v1 · doi: 10.48550/arxiv.2309.01156 · pith_short_12: YN5T25Z35FS3 · pith_short_16: YN5T25Z35FS37HMK · pith_short_8: YN5T25Z3

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/YN5T25Z35FS37HMKNGD5U3MHBH \
  | 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: c37b3d773be965bf9d8a6987da6d8709dbe584d50f5b6437e03d58a6e249593d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40515757a1a78401e9f513f00be4933875a3e40bd21aa1eb965a64be6972aacd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "hep-lat",
    "submitted_at": "2023-09-03T12:25:59Z",
    "title_canon_sha256": "0eec0ae077ba552de9ea1c2a14f77eaaa606df52c4a00cc621428edeb340e87b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.01156",
    "kind": "arxiv",
    "version": 1
  }
}