Pith Number

pith:L3G37NI5

pith:2023:L3G37NI52FTUEVHRTROSCZCEID

not attested not anchored not stored refs pending

Adversarial Attacks to Reward Machine-based Reinforcement Learning

Lorenzo Nodari

arxiv:2311.09014 v1 · 2023-11-15 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L3G37NI52FTUEVHRTROSCZCEID}

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	2026-07-05T07:13:07.716818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ecdbfb51dd1674254f19c5d21644440ffb5b2e4d391881392c61acd394b46ff

Aliases

arxiv: 2311.09014 · arxiv_version: 2311.09014v1 · doi: 10.48550/arxiv.2311.09014 · pith_short_12: L3G37NI52FTU · pith_short_16: L3G37NI52FTUEVHR · pith_short_8: L3G37NI5

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/L3G37NI52FTUEVHRTROSCZCEID \
  | 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: 5ecdbfb51dd1674254f19c5d21644440ffb5b2e4d391881392c61acd394b46ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b20d8b6339ae0888edf73bec3c88bef356544b0a8d1443d4eeb7322d236eee08",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-15T14:56:49Z",
    "title_canon_sha256": "6637872433420365264fbd6a9ac8fa763904703b32af7703cca71087cd90687c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09014",
    "kind": "arxiv",
    "version": 1
  }
}