Pith Number

pith:Z6W4NSCE

pith:2024:Z6W4NSCEUIW3B5KN6EKVLJBSS7

not attested not anchored not stored refs pending

Deep Learning Method for Computing Committor Functions with Adaptive Sampling

Bo Lin, Weiqing Ren

arxiv:2404.06206 v1 · 2024-04-09 · physics.comp-ph · cs.LG · cs.NA · math.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z6W4NSCEUIW3B5KN6EKVLJBSS7}

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

Reactive Flux Matching: Mechanism Discovery and Adaptive Sampling of Rare Events

Transition Path Theory For L\'{e}vy-Type Processes: SDE Representation and Statistics

Receipt and verification

First computed	2026-07-05T08:06:05.739933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfadc6c844a22db0f54df11555a43297df467720803fa4e15c56a127de772281

Aliases

arxiv: 2404.06206 · arxiv_version: 2404.06206v1 · doi: 10.48550/arxiv.2404.06206 · pith_short_12: Z6W4NSCEUIW3 · pith_short_16: Z6W4NSCEUIW3B5KN · pith_short_8: Z6W4NSCE

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/Z6W4NSCEUIW3B5KN6EKVLJBSS7 \
  | 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: cfadc6c844a22db0f54df11555a43297df467720803fa4e15c56a127de772281

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84a681054e2f1e3c34590f044bb8d769bc06de4becb881d336d8d1591004cc97",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2024-04-09T10:53:29Z",
    "title_canon_sha256": "9791fdb2057a9c692b3ab39e19e3b61457fdde19f77b685d60a8a59974d7a93c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06206",
    "kind": "arxiv",
    "version": 1
  }
}