Pith Number

pith:WI5LOYKO

pith:2026:WI5LOYKONMGSZETWNGNPZ2RKMB

not attested not anchored not stored refs pending

Inverse Critical Experiment Design via Gradient Optimization and a Multigroup Attention-Based Neural Network Architecture

Dean Price, Logan Burnett, Will Savage

arxiv:2606.04033 v1 · 2026-06-01 · 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{WI5LOYKONMGSZETWNGNPZ2RKMB}

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	2026-06-04T00:06:44.921813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b23ab7614e6b0d2c9276699afcea2a606706577fdf4f471eaf5ec2db278ee09b

Aliases

arxiv: 2606.04033 · arxiv_version: 2606.04033v1 · doi: 10.48550/arxiv.2606.04033 · pith_short_12: WI5LOYKONMGS · pith_short_16: WI5LOYKONMGSZETW · pith_short_8: WI5LOYKO

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/WI5LOYKONMGSZETWNGNPZ2RKMB \
  | 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: b23ab7614e6b0d2c9276699afcea2a606706577fdf4f471eaf5ec2db278ee09b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0437a62f761938398f81b3640097a3ded450c979d853cc54e58c643f3880c5a7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-01T21:19:18Z",
    "title_canon_sha256": "e90f06f2a371fdca40d8701acf3520b931e6172db25ddcac633d4f2e3f82c779"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.04033",
    "kind": "arxiv",
    "version": 1
  }
}