Pith Number

pith:B72AE4AQ

pith:2021:B72AE4AQ56LW2YKWLBD2DUSING

not attested not anchored not stored refs pending

Model-Free Reinforcement Learning for Optimal Control of MarkovDecision Processes Under Signal Temporal Logic Specifications

Krishna C. Kalagarla, Pierluigi Nuzzo, Rahul Jain

arxiv:2109.13377 v1 · 2021-09-27 · eess.SY · cs.AI · cs.FL · cs.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{B72AE4AQ56LW2YKWLBD2DUSING}

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	2026-07-05T03:18:02.093699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ff4027010ef976d61565847a1d24869ac53f0bf935ae167421a1ab3be4e8b98

Aliases

arxiv: 2109.13377 · arxiv_version: 2109.13377v1 · doi: 10.48550/arxiv.2109.13377 · pith_short_12: B72AE4AQ56LW · pith_short_16: B72AE4AQ56LW2YKW · pith_short_8: B72AE4AQ

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/B72AE4AQ56LW2YKWLBD2DUSING \
  | 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: 0ff4027010ef976d61565847a1d24869ac53f0bf935ae167421a1ab3be4e8b98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de98d242358dfa08b95b90917b7fb78ff705410a7564478f4c7613a178163305",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.FL",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2021-09-27T22:44:55Z",
    "title_canon_sha256": "73b7dfc1c9d0afe5670a5b98f9b4f8a0dfdb7835b4232ec972c6183566cef20f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.13377",
    "kind": "arxiv",
    "version": 1
  }
}