Pith Number

pith:BL5YMUE3

pith:2022:BL5YMUE3RPP6JPYJGOSZV2BVTT

not attested not anchored not stored refs pending

RAMBO-RL: Robust Adversarial Model-Based Offline Reinforcement Learning

Bruno Lacerda, Marc Rigter, Nick Hawes

arxiv:2204.12581 v3 · 2022-04-26 · 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{BL5YMUE3RPP6JPYJGOSZV2BVTT}

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

2 papers in Pith

Stationary Robust Mean-Field Games under Model Mismatches

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Receipt and verification

First computed	2026-07-05T05:05:05.073825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0afb86509b8bdfe4bf0933a59ae8359cca64a4755aab9fce0bfab0a5909ddf16

Aliases

arxiv: 2204.12581 · arxiv_version: 2204.12581v3 · doi: 10.48550/arxiv.2204.12581 · pith_short_12: BL5YMUE3RPP6 · pith_short_16: BL5YMUE3RPP6JPYJ · pith_short_8: BL5YMUE3

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/BL5YMUE3RPP6JPYJGOSZV2BVTT \
  | 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: 0afb86509b8bdfe4bf0933a59ae8359cca64a4755aab9fce0bfab0a5909ddf16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fecd266d986b3343f21ed8ec64a833f9f3d9f80658c5bb4e6af8a98258e2ac91",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-26T20:42:14Z",
    "title_canon_sha256": "9c2e4a89f6ae20e89492fa59b17bfb686c8f77ecf91b5c6870e8033a0038c57c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.12581",
    "kind": "arxiv",
    "version": 3
  }
}