Pith Number

pith:MKSW4RTO

pith:2024:MKSW4RTOTMG7QZX2YOSYSARE3L

not attested not anchored not stored refs pending

Distilling Machine Learning's Added Value: Pareto Fronts in Atmospheric Applications

Arthur Grundner, Matthew Chantry, Peter Ukkonen, Ryan Lagerquist, Sara Shamekh, Tom Beucler

arxiv:2408.02161 v2 · 2024-08-04 · physics.comp-ph · cs.LG · physics.ao-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MKSW4RTOTMG7QZX2YOSYSARE3L}

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	2026-07-05T10:02:49.523013Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62a56e466e9b0df866fac3a5890224dafef40f9203bf87dedd6f069ac58751c1

Aliases

arxiv: 2408.02161 · arxiv_version: 2408.02161v2 · doi: 10.48550/arxiv.2408.02161 · pith_short_12: MKSW4RTOTMG7 · pith_short_16: MKSW4RTOTMG7QZX2 · pith_short_8: MKSW4RTO

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/MKSW4RTOTMG7QZX2YOSYSARE3L \
  | 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: 62a56e466e9b0df866fac3a5890224dafef40f9203bf87dedd6f069ac58751c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "055ad11694617efdf36bd25d4ee3bb8d08fba6f02d74e8ebb21b21cf94a77f71",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2024-08-04T23:05:42Z",
    "title_canon_sha256": "c530af3b8af60fea6a0fbf376532e426b2cc7650647773d1809d93e1a525fd5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.02161",
    "kind": "arxiv",
    "version": 2
  }
}