Pith Number

pith:7QJEOK4X

pith:2021:7QJEOK4XTGZMN26LXZJFG6XO5G

not attested not anchored not stored refs pending

Mungojerrie: Reinforcement Learning of Linear-Time Objectives

Ashutosh Trivedi, Dominik Wojtczak, Ernst Moritz Hahn, Fabio Somenzi, Mateo Perez, Sven Schewe

arxiv:2106.09161 v2 · 2021-06-16 · cs.LG · cs.LO · 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{7QJEOK4XTGZMN26LXZJFG6XO5G}

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

Gimitest: A Comprehensive Tool for Testing Reinforcement Learning Policies

Receipt and verification

First computed	2026-07-05T02:50:30.925946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc12472b9799b2c6ebcbbe52537aeee996686f4182e9d84fc316eeb4ef66fd96

Aliases

arxiv: 2106.09161 · arxiv_version: 2106.09161v2 · doi: 10.48550/arxiv.2106.09161 · pith_short_12: 7QJEOK4XTGZM · pith_short_16: 7QJEOK4XTGZMN26L · pith_short_8: 7QJEOK4X

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/7QJEOK4XTGZMN26LXZJFG6XO5G \
  | 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: fc12472b9799b2c6ebcbbe52537aeee996686f4182e9d84fc316eeb4ef66fd96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "27d01df9237bbc17b5739245b5abad147c2756df4d1fa43e45d083f49f8876c7",
    "cross_cats_sorted": [
      "cs.LO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-16T22:26:16Z",
    "title_canon_sha256": "c1b70ff6966a2ba04c2a1ebf9fab1c425bda679be3e00ffcb91b2c252fd3ec2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.09161",
    "kind": "arxiv",
    "version": 2
  }
}