Pith Number

pith:HPGZB4NT

pith:2025:HPGZB4NTWLPZ7YCSS4GLO2AZIJ

not attested not anchored not stored refs pending

Non-Linear Counterfactual Aggregate Optimization

Benjamin Heymann, Otmane Sakhi

arxiv:2509.03438 v1 · 2025-09-03 · stat.ML · 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{HPGZB4NTWLPZ7YCSS4GLO2AZIJ}

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

Learning to Bid in Repeated Second-Price Auctions with Dynamic Values and Aggregated Feedback

Receipt and verification

First computed	2026-07-05T12:04:23.093230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bcd90f1b3b2df9fe052970cb7681942669b39c38167ffd4dace549a57455fd8

Aliases

arxiv: 2509.03438 · arxiv_version: 2509.03438v1 · doi: 10.48550/arxiv.2509.03438 · pith_short_12: HPGZB4NTWLPZ · pith_short_16: HPGZB4NTWLPZ7YCS · pith_short_8: HPGZB4NT

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/HPGZB4NTWLPZ7YCSS4GLO2AZIJ \
  | 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: 3bcd90f1b3b2df9fe052970cb7681942669b39c38167ffd4dace549a57455fd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "949b75d09790f9d4f53b8f08fb9b32d28d9b2adc552db6ff3a076153843d322d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-09-03T16:07:34Z",
    "title_canon_sha256": "ecda14b5041e8dbe4822ea1c96820946c4088ba64ac78cc3a7b7e0d1a001959a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03438",
    "kind": "arxiv",
    "version": 1
  }
}