Pith Number

pith:WEJ3KGHC

pith:2018:WEJ3KGHCSAWCOMF7DO4OCCBXYV

not attested not anchored not stored refs pending

Safe Reinforcement Learning via Probabilistic Shields

Alexandru C. Serban, Bettina K\"onighofer, Nils Jansen, Roderick Bloem, Sebastian Junges

arxiv:1807.06096 v2 · 2018-07-16 · 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{WEJ3KGHCSAWCOMF7DO4OCCBXYV}

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

3 papers in Pith

Neuro-Symbolic Injection of LTLf Constraints in Autoregressive Reinforcement Learning Policies

Certified Speculative Execution for Untrusted AI Agents

What if Pinocchio Were a Reinforcement Learning Agent: A Normative End-to-End Pipeline

Receipt and verification

First computed	2026-07-05T00:21:31.364624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b113b518e2902c2730bf1bb8e10837c57d9d7effda176739258dff27b2f16508

Aliases

arxiv: 1807.06096 · arxiv_version: 1807.06096v2 · doi: 10.48550/arxiv.1807.06096 · pith_short_12: WEJ3KGHCSAWC · pith_short_16: WEJ3KGHCSAWCOMF7 · pith_short_8: WEJ3KGHC

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/WEJ3KGHCSAWCOMF7DO4OCCBXYV \
  | 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: b113b518e2902c2730bf1bb8e10837c57d9d7effda176739258dff27b2f16508

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e19b4a81f6b82f3abf7cb7ce0256bb428b05705ffdd88afc9d8b4a63d094930",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-07-16T20:29:04Z",
    "title_canon_sha256": "e1e8db47da002e7db3ef0d1c2413692e99f545580659040514d3210abc5f92ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.06096",
    "kind": "arxiv",
    "version": 2
  }
}