Pith Number

pith:WYKKVWBU

pith:2025:WYKKVWBUYBBTUNRXOCWFGJNQM3

not attested not anchored not stored refs pending

MLMC-based Resource Adequacy Assessment with Active Learning Trained Surrogate Models

Ruiqi Zhang, Simon H. Tindemans

arxiv:2505.20930 v2 · 2025-05-27 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WYKKVWBUYBBTUNRXOCWFGJNQM3}

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.

Receipt and verification

First computed	2026-07-05T11:45:36.100355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b614aad834c0433a363770ac5325b066ef4022f88ce33e6ed32d7e16d2d5d11d

Aliases

arxiv: 2505.20930 · arxiv_version: 2505.20930v2 · doi: 10.48550/arxiv.2505.20930 · pith_short_12: WYKKVWBUYBBT · pith_short_16: WYKKVWBUYBBTUNRX · pith_short_8: WYKKVWBU

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/WYKKVWBUYBBTUNRXOCWFGJNQM3 \
  | 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: b614aad834c0433a363770ac5325b066ef4022f88ce33e6ed32d7e16d2d5d11d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "052273812846262d4c72686ea9791bf99fe1cd49a422c4d82b345a57072c6f01",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-27T09:21:02Z",
    "title_canon_sha256": "677ec56d60e7240c5d15b412a366815db8b42f939f158819b9e6cf7c062f3b87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20930",
    "kind": "arxiv",
    "version": 2
  }
}