Pith Number

pith:LJBZXNX4

pith:2024:LJBZXNX4ZI2Z75ZZLWOYIVPIKN

not attested not anchored not stored refs pending

Conformal Off-Policy Prediction for Multi-Agent Systems

Milad Kazemi, Nicola Paoletti, Rahul Mangharam, Renukanandan Tumu, Shuo Yang, Tom Kuipers

arxiv:2403.16871 v2 · 2024-03-25 · cs.MA · 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{LJBZXNX4ZI2Z75ZZLWOYIVPIKN}

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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

Uncertainty Quantification and Causal Considerations for Off-Policy Decision Making

Receipt and verification

First computed	2026-07-05T10:41:45.905156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a439bb6fcca359ff7395d9d8455e853513a52488a81812284281799c235a57e

Aliases

arxiv: 2403.16871 · arxiv_version: 2403.16871v2 · doi: 10.48550/arxiv.2403.16871 · pith_short_12: LJBZXNX4ZI2Z · pith_short_16: LJBZXNX4ZI2Z75ZZ · pith_short_8: LJBZXNX4

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/LJBZXNX4ZI2Z75ZZLWOYIVPIKN \
  | 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: 5a439bb6fcca359ff7395d9d8455e853513a52488a81812284281799c235a57e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8371a630befb810b21364857f67fbcbb0fff28c5cbbc538ca4336387320915a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-03-25T15:37:43Z",
    "title_canon_sha256": "9320efe14c5085d2ff78c95fa648f10b0af4092a5cd9f9bcc697e4ed863f65ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.16871",
    "kind": "arxiv",
    "version": 2
  }
}