Pith Number

pith:S362PSI7

pith:2025:S362PSI7UJ6ANFTRDAB3OFA5AA

not attested not anchored not stored refs pending

Seeing the Many: Exploring Parameter Distributions Conditioned on Features in Surrogates

Joshua A. Levine, Matthew Berger, Xiaohan Wang, Zhimin Li

arxiv:2508.13088 v1 · 2025-08-18 · cs.LG · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S362PSI7UJ6ANFTRDAB3OFA5AA}

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	2026-07-05T11:55:32.201929Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96fda7c91fa27c0696711803b7141d0009da023824ae44b5a9b0364928e6af50

Aliases

arxiv: 2508.13088 · arxiv_version: 2508.13088v1 · doi: 10.48550/arxiv.2508.13088 · pith_short_12: S362PSI7UJ6A · pith_short_16: S362PSI7UJ6ANFTR · pith_short_8: S362PSI7

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/S362PSI7UJ6ANFTRDAB3OFA5AA \
  | 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: 96fda7c91fa27c0696711803b7141d0009da023824ae44b5a9b0364928e6af50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e2ff26bb9fa00b1942e30827a25fc23be368658f2c3ab051de9ad73c72226e2",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-18T17:01:01Z",
    "title_canon_sha256": "5a8ef73b6f9a8286b24448b02b2961cfc46dc07198d54ea1273272335a28a529"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.13088",
    "kind": "arxiv",
    "version": 1
  }
}