Pith Number

pith:EIVNTPZH

pith:2025:EIVNTPZHOQ3WYGJ3OCTOSMWWHS

not attested not anchored not stored refs pending

Decision Making in Hybrid Environments: A Model Aggregation Approach

Chen-Yu Wei, Haolin Liu, Julian Zimmert

arxiv:2502.05974 v2 · 2025-02-09 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EIVNTPZHOQ3WYGJ3OCTOSMWWHS}

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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

The Sample Complexity of Multiclass and Sparse Contextual Bandits

Receipt and verification

First computed	2026-07-05T10:56:37.634557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

222ad9bf2774376c193b70a6e932d63c84e7355e2ad63529b7a4c52d985756bf

Aliases

arxiv: 2502.05974 · arxiv_version: 2502.05974v2 · doi: 10.48550/arxiv.2502.05974 · pith_short_12: EIVNTPZHOQ3W · pith_short_16: EIVNTPZHOQ3WYGJ3 · pith_short_8: EIVNTPZH

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/EIVNTPZHOQ3WYGJ3OCTOSMWWHS \
  | 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: 222ad9bf2774376c193b70a6e932d63c84e7355e2ad63529b7a4c52d985756bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ba143690b3c03922dc4f0cd990d1dff8fcff92a342adb44681ad17f907a4f09",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-09T17:59:42Z",
    "title_canon_sha256": "a1d607b2e283088a0b929504520e2a81748835ea60f1d9fad53f9107cd867578"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05974",
    "kind": "arxiv",
    "version": 2
  }
}