Pith Number

pith:JMXPKGYD

pith:2021:JMXPKGYDZTTHKOEZGO7LONVMPQ

not attested not anchored not stored refs pending

Assured Learning-enabled Autonomy: A Metacognitive Reinforcement Learning Framework

Aquib Mustafa, Hamidreza Modares, Majid Mazouchi, Subramanya Nageshrao

arxiv:2103.12558 v2 · 2021-03-23 · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JMXPKGYDZTTHKOEZGO7LONVMPQ}

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	2026-07-05T02:32:49.322685Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b2ef51b03cce675389933beb736ac7c247bf1d66ac6b33a12bb7409e4940a68

Aliases

arxiv: 2103.12558 · arxiv_version: 2103.12558v2 · doi: 10.48550/arxiv.2103.12558 · pith_short_12: JMXPKGYDZTTH · pith_short_16: JMXPKGYDZTTHKOEZ · pith_short_8: JMXPKGYD

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/JMXPKGYDZTTHKOEZGO7LONVMPQ \
  | 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: 4b2ef51b03cce675389933beb736ac7c247bf1d66ac6b33a12bb7409e4940a68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84112ec5f5bbce2d20ced02ec14ef3629d828fdb5ae8fd24be4cb22bdbb851d3",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-03-23T14:01:35Z",
    "title_canon_sha256": "c17e689cbfae5be7f70fe6096c032f2a592f9cad3c1fd9539a4f992aa4490a89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.12558",
    "kind": "arxiv",
    "version": 2
  }
}