Pith Number

pith:AX36ZOOG

pith:2024:AX36ZOOGYDUQLBKPRYZDPIYTS4

not attested not anchored not stored refs pending

Comprehensive Overview of Reward Engineering and Shaping in Advancing Reinforcement Learning Applications

Ali Jnadi, Hadi Salloum, Mostafa Mostafa, Pavel Osinenko, Sinan Ibrahim

arxiv:2408.10215 v2 · 2024-07-22 · 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{AX36ZOOGYDUQLBKPRYZDPIYTS4}

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

Optimizing Chlorination in Water Distribution Systems via Surrogate-assisted Neuroevolution

Receipt and verification

First computed	2026-07-05T09:54:46.408530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05f7ecb9c6c0e905854f8e3237a313972a5cd2040b84e374cff752c3e20e8d05

Aliases

arxiv: 2408.10215 · arxiv_version: 2408.10215v2 · doi: 10.48550/arxiv.2408.10215 · pith_short_12: AX36ZOOGYDUQ · pith_short_16: AX36ZOOGYDUQLBKP · pith_short_8: AX36ZOOG

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/AX36ZOOGYDUQLBKPRYZDPIYTS4 \
  | 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: 05f7ecb9c6c0e905854f8e3237a313972a5cd2040b84e374cff752c3e20e8d05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5a3ff14122d818109aeeadc4a51424f0300e7adc512cf3943ac69565d14ce61",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-22T09:28:12Z",
    "title_canon_sha256": "6b3a01eeaebc4e5d8997c70597f219a98a7741e17c01c964c52337a9d30da1c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.10215",
    "kind": "arxiv",
    "version": 2
  }
}