Pith Number

pith:GGTKS5OR

pith:2024:GGTKS5ORUF4NGZFYJNHDSDYIZU

not attested not anchored not stored refs pending

Sampling parameters of ordinary differential equations with Langevin dynamics that satisfy constraints

Aaron R. Dinner, Chris Chi, Jonathan Weare

arxiv:2408.15505 v2 · 2024-08-28 · stat.CO · physics.comp-ph · physics.data-an · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GGTKS5ORUF4NGZFYJNHDSDYIZU}

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

Mitigating mode collapse in normalizing flows by annealing with an adaptive schedule: Application to parameter estimation

Receipt and verification

First computed	2026-07-05T12:04:27.890368Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31a6a975d1a178d364b84b4e390f08cd0d633398b8656cd7df95614b84104636

Aliases

arxiv: 2408.15505 · arxiv_version: 2408.15505v2 · doi: 10.48550/arxiv.2408.15505 · pith_short_12: GGTKS5ORUF4N · pith_short_16: GGTKS5ORUF4NGZFY · pith_short_8: GGTKS5OR

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/GGTKS5ORUF4NGZFYJNHDSDYIZU \
  | 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: 31a6a975d1a178d364b84b4e390f08cd0d633398b8656cd7df95614b84104636

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b32b3720cf0b9afaed4a48eca101d68494b05c8d260e6a51ece576e4af5fb1e",
    "cross_cats_sorted": [
      "physics.comp-ph",
      "physics.data-an",
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.CO",
    "submitted_at": "2024-08-28T03:24:59Z",
    "title_canon_sha256": "dd860a7f655cb43eff1481e7129a2804d968788a425347b12f378c04eb47af17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.15505",
    "kind": "arxiv",
    "version": 2
  }
}