Pith Number

pith:2FL5MJIZ

pith:2023:2FL5MJIZYDJCRKPQ6DKL2CWLKN

not attested not anchored not stored refs pending

Scaling Pareto-Efficient Decision Making Via Offline Multi-Objective RL

Aditya Grover, Baiting Zhu, Meihua Dang

arxiv:2305.00567 v1 · 2023-04-30 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2FL5MJIZYDJCRKPQ6DKL2CWLKN}

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

AETDICE: Unified Framework and Offline Optimization for Nonlinear Multi-Objective RL

Receipt and verification

First computed	2026-07-05T06:05:42.907878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d157d62519c0d228a9f0f0d4bd0acb536aa6ea435e2b3491d09648c8b1e2a772

Aliases

arxiv: 2305.00567 · arxiv_version: 2305.00567v1 · doi: 10.48550/arxiv.2305.00567 · pith_short_12: 2FL5MJIZYDJC · pith_short_16: 2FL5MJIZYDJCRKPQ · pith_short_8: 2FL5MJIZ

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/2FL5MJIZYDJCRKPQ6DKL2CWLKN \
  | 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: d157d62519c0d228a9f0f0d4bd0acb536aa6ea435e2b3491d09648c8b1e2a772

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f64ece3d01904ea2da82c46673a222b4cef781f3889495974c7d13aeee6650ca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-30T20:15:26Z",
    "title_canon_sha256": "aea117e4969430d58edf47cff06399555a8f37ffe59ac93e9650be7d0a93c751"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.00567",
    "kind": "arxiv",
    "version": 1
  }
}