Pith Number

pith:SJ2W6SHR

pith:2025:SJ2W6SHRAMKKCCJYTSGTJ2MVGX

not attested not anchored not stored refs pending

BEAVER: Building Environments with Assessable Variation for Evaluating Multi-Objective Reinforcement Learning

Jack Umenberger, Ruohong Liu, Yize Chen

arxiv:2507.07769 v3 · 2025-07-10 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SJ2W6SHRAMKKCCJYTSGTJ2MVGX}

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	2026-07-05T11:43:33.425019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92756f48f10314a109389c8d34e99535e7484b8c9bdd076c7477c718d1c8d1ac

Aliases

arxiv: 2507.07769 · arxiv_version: 2507.07769v3 · doi: 10.48550/arxiv.2507.07769 · pith_short_12: SJ2W6SHRAMKK · pith_short_16: SJ2W6SHRAMKKCCJY · pith_short_8: SJ2W6SHR

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/SJ2W6SHRAMKKCCJYTSGTJ2MVGX \
  | 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: 92756f48f10314a109389c8d34e99535e7484b8c9bdd076c7477c718d1c8d1ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b52583ea5d8b1dcd5b3880015425bfad97639564f34a571485f19ee9185cf417",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-10T13:54:38Z",
    "title_canon_sha256": "614dc65460940873ce7bce261f5f1c83e89442337870b02ab8046cfff46e0390"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.07769",
    "kind": "arxiv",
    "version": 3
  }
}