Pith Number

pith:WD44AAVM

pith:2022:WD44AAVMSK2MVYFBP4W7SC2ZBU

not attested not anchored not stored refs pending

Provably Safe Reinforcement Learning: Conceptual Analysis, Survey, and Benchmarking

Hanna Krasowski, Jakob Thumm, Lukas Sch\"afer, Marlon M\"uller, Matthias Althoff, Xiao Wang

arxiv:2205.06750 v3 · 2022-05-13 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WD44AAVMSK2MVYFBP4W7SC2ZBU}

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

Safe Online Learning via Smooth Safety-Structured Policy Composition

Reward Shaping and Action Masking for Compositional Tasks using Behavior Trees and LLMs

Receipt and verification

First computed	2026-07-05T07:14:05.768367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0f9c002ac92b4cae0a17f2df90b590d28451fc02e21b870f66a961ebf9c3a6e

Aliases

arxiv: 2205.06750 · arxiv_version: 2205.06750v3 · doi: 10.48550/arxiv.2205.06750 · pith_short_12: WD44AAVMSK2M · pith_short_16: WD44AAVMSK2MVYFB · pith_short_8: WD44AAVM

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/WD44AAVMSK2MVYFBP4W7SC2ZBU \
  | 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: b0f9c002ac92b4cae0a17f2df90b590d28451fc02e21b870f66a961ebf9c3a6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc935269e918efd048c2b1682f113a51a182f1e8f2fa5b902c32fcb5160e8968",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-13T16:34:36Z",
    "title_canon_sha256": "1a934648fe320111962ccd8359f9676785d909fad22688e24b1df33cb84aeb77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.06750",
    "kind": "arxiv",
    "version": 3
  }
}