Pith Number

pith:HT6EJKDB

pith:2021:HT6EJKDB6ZZIZAJ4FOQBEVDSWL

not attested not anchored not stored refs pending

On Assessing The Safety of Reinforcement Learning algorithms Using Formal Methods

Amin Nikanjam, Foutse Khomh, John Mullins, Paulina Stevia Nouwou Mindom

arxiv:2111.04865 v2 · 2021-11-08 · 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{HT6EJKDB6ZZIZAJ4FOQBEVDSWL}

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	2026-07-05T03:30:42.938788Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3cfc44a861f6728c813c2ba0125472b2face676e01e6064c5b0b19a0f41a18c1

Aliases

arxiv: 2111.04865 · arxiv_version: 2111.04865v2 · doi: 10.48550/arxiv.2111.04865 · pith_short_12: HT6EJKDB6ZZI · pith_short_16: HT6EJKDB6ZZIZAJ4 · pith_short_8: HT6EJKDB

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/HT6EJKDB6ZZIZAJ4FOQBEVDSWL \
  | 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: 3cfc44a861f6728c813c2ba0125472b2face676e01e6064c5b0b19a0f41a18c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6efc304c5ff94aef0dd1333aa90face2d321adf260f33aa67f2206fca2cd6733",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-08T23:08:34Z",
    "title_canon_sha256": "adf9b3103e67c81241064362bca58eab230b88c26429376e385ce59cee44a86d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.04865",
    "kind": "arxiv",
    "version": 2
  }
}