Pith Number

pith:WIGVES46

pith:2025:WIGVES463GAGR5KTNEKC3GC5KO

not attested not anchored not stored refs pending

A nested MLMC framework for efficient simulations on FPGAs

Irina-Beatrice Haas, Michael B. Giles

arxiv:2502.07123 v1 · 2025-02-10 · q-fin.CP · 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{WIGVES463GAGR5KTNEKC3GC5KO}

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

Eliciting Fine-Tuned Transformer Capabilities via Inference-Time Techniques

Receipt and verification

First computed	2026-07-05T10:12:33.203657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b20d524b9ed98068f55369142d985d5388f28430858342e958d76b81699b7c5d

Aliases

arxiv: 2502.07123 · arxiv_version: 2502.07123v1 · doi: 10.48550/arxiv.2502.07123 · pith_short_12: WIGVES463GAG · pith_short_16: WIGVES463GAGR5KT · pith_short_8: WIGVES46

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/WIGVES463GAGR5KTNEKC3GC5KO \
  | 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: b20d524b9ed98068f55369142d985d5388f28430858342e958d76b81699b7c5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f9a4ba9864f079b252bbf49c130e2cd35963ea51ca22d3fc52fac20137458fc",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2025-02-10T23:36:41Z",
    "title_canon_sha256": "e9e4bbc3d31f18061bab703a34d0575c70c3e891cd7aa51e4537422e03868630"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07123",
    "kind": "arxiv",
    "version": 1
  }
}