Pith. sign in
Pith Number

pith:PWPJGPMQ

pith:2023:PWPJGPMQLFL3KC62S43IPD5RZY
not attested not anchored not stored refs pending

Verifiable Reinforcement Learning Systems via Compositionality

Aryaman Singh Samyal, Christos Verginis, Cyrus Neary, Murat Cubuktepe, Ufuk Topcu

arxiv:2309.06420 v1 · 2023-09-09 · eess.SY · cs.AI · cs.LG · cs.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PWPJGPMQLFL3KC62S43IPD5RZY}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T06:50:07.790061Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7d9e933d905957b50bda9736878fb1ce2d72081aea003de2cc3f0096c80fa323

Aliases

arxiv: 2309.06420 · arxiv_version: 2309.06420v1 · doi: 10.48550/arxiv.2309.06420 · pith_short_12: PWPJGPMQLFL3 · pith_short_16: PWPJGPMQLFL3KC62 · pith_short_8: PWPJGPMQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PWPJGPMQLFL3KC62S43IPD5RZY \
  | 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: 7d9e933d905957b50bda9736878fb1ce2d72081aea003de2cc3f0096c80fa323
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f5e5ab9b49fde17a84517b0b5e9ca118509365e44ecb7e043ab0d37e3d402951",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-09-09T17:11:44Z",
    "title_canon_sha256": "3e91e5491cc48292cd9ce3b0d4797e24a51b42757abfd6d196cab8f1e15da067"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.06420",
    "kind": "arxiv",
    "version": 1
  }
}