Pith Number

pith:GMEPQQVQ

pith:2024:GMEPQQVQ2RJWOBIRMFZETVOWUG

not attested not anchored not stored refs pending

Dynamical Measure Transport and Neural PDE Solvers for Sampling

Anima Anandkumar, Jingtong Sun, Johannes M\"uller, Julius Berner, Kamyar Azizzadenesheli, Lorenz Richter, Marius Zeinhofer

arxiv:2407.07873 v1 · 2024-07-10 · cs.LG · math.DS · math.OC · math.PR · 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{GMEPQQVQ2RJWOBIRMFZETVOWUG}

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

Tensor Train Diffusion: Leveraging Low-Rank Structures for High-Dimensional Score-Based Sampling

Complexity Analysis of Normalizing Constant Estimation: from Jarzynski Equality to Annealed Importance Sampling and beyond

FES-FM: Free Energy Surface Sampling via Reduced Flow Matching

Receipt and verification

First computed	2026-07-05T08:42:26.562988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3308f842b0d453670511617249d5d6a1b2b43aa86cc49b5d1cf05687d88ee25b

Aliases

arxiv: 2407.07873 · arxiv_version: 2407.07873v1 · doi: 10.48550/arxiv.2407.07873 · pith_short_12: GMEPQQVQ2RJW · pith_short_16: GMEPQQVQ2RJWOBIR · pith_short_8: GMEPQQVQ

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/GMEPQQVQ2RJWOBIRMFZETVOWUG \
  | 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: 3308f842b0d453670511617249d5d6a1b2b43aa86cc49b5d1cf05687d88ee25b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da5f8563dfdf42040c8c2547b9df773a7f6d9573e3f030b2ebc0c4452f136ef3",
    "cross_cats_sorted": [
      "math.DS",
      "math.OC",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-10T17:39:50Z",
    "title_canon_sha256": "4452ecd913b7cc66d59d28788b60d83f551675bf4f9ed2773db6e79f363c76ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.07873",
    "kind": "arxiv",
    "version": 1
  }
}