Pith Number

pith:VOXW7GEO

pith:2025:VOXW7GEOEWUYLRQTMMBP7UTKYD

not attested not anchored not stored refs pending

A Machine Learning Theory Perspective on Strategic Litigation

Aloni Cohen, Avrim Blum, Han Shao, Melissa Dutz

arxiv:2506.03411 v2 · 2025-06-03 · cs.LG · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VOXW7GEOEWUYLRQTMMBP7UTKYD}

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	2026-06-10T01:09:18.534936Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abaf6f988e25a985c6136302ffd26ac0da8c33325c066144577ff60da2395ad1

Aliases

arxiv: 2506.03411 · arxiv_version: 2506.03411v2 · doi: 10.48550/arxiv.2506.03411 · pith_short_12: VOXW7GEOEWUY · pith_short_16: VOXW7GEOEWUYLRQT · pith_short_8: VOXW7GEO

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/VOXW7GEOEWUYLRQTMMBP7UTKYD \
  | 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: abaf6f988e25a985c6136302ffd26ac0da8c33325c066144577ff60da2395ad1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c713742915fa34faed17bd9930f5806640c5f1b03c2ec272057b328ab8c3e1a2",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T21:38:43Z",
    "title_canon_sha256": "ea57e30c74bf798adc71e0e56dc0cbd4b27cabd5412297a172dd0952067893df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03411",
    "kind": "arxiv",
    "version": 2
  }
}