Pith Number

pith:K5U5KIPU

pith:2025:K5U5KIPU5IXNOBFRYAQPPERJS7

not attested not anchored not stored refs pending

Assuring the Safety of Reinforcement Learning Components: AMLAS-RL

Calum Corrie Imrie, Ioannis Stefanakos, Richard Hawkins, Sepeedeh Shahbeigi, Simon Burton

arxiv:2507.08848 v1 · 2025-07-08 · cs.LG · cs.AI · cs.RO · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K5U5KIPU5IXNOBFRYAQPPERJS7}

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	2026-07-05T11:35:59.178585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5769d521f4ea2ed704b1c020f7922997da8e9f7dbdf60d615ecdee263f595b6f

Aliases

arxiv: 2507.08848 · arxiv_version: 2507.08848v1 · doi: 10.48550/arxiv.2507.08848 · pith_short_12: K5U5KIPU5IXN · pith_short_16: K5U5KIPU5IXNOBFR · pith_short_8: K5U5KIPU

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/K5U5KIPU5IXNOBFRYAQPPERJS7 \
  | 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: 5769d521f4ea2ed704b1c020f7922997da8e9f7dbdf60d615ecdee263f595b6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ffac77dbe404f42c6f39b9852745dba13b3f344e505214715915da01d9a8fa2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-08T15:01:51Z",
    "title_canon_sha256": "9a9a192f91cf6e262f2420fc2ee2400d2022f22ce97531ed9c30a0938a11221a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08848",
    "kind": "arxiv",
    "version": 1
  }
}