Pith Number

pith:77MB5KML

pith:2024:77MB5KML7H22JTHAXXWQJVGCDZ

not attested not anchored not stored refs pending

A Comparative Study of Deep Reinforcement Learning Models: DQN vs PPO vs A2C

Daniel A. Vidal Guerra, Neil De La Fuente

arxiv:2407.14151 v1 · 2024-07-19 · cs.LG

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\usepackage{pith}
\pithnumber{77MB5KML7H22JTHAXXWQJVGCDZ}

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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

2 papers in Pith

Explainable Data-driven Deep Reinforcement Learning Methods for Optimal Energy Management in Buildings

Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in production

Receipt and verification

First computed	2026-07-05T08:45:59.134665Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffd81ea98bf9f5a4cce0bded04d4c21e6a385c2c688744e37f4cb3e3b3ef4377

Aliases

arxiv: 2407.14151 · arxiv_version: 2407.14151v1 · doi: 10.48550/arxiv.2407.14151 · pith_short_12: 77MB5KML7H22 · pith_short_16: 77MB5KML7H22JTHA · pith_short_8: 77MB5KML

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/77MB5KML7H22JTHAXXWQJVGCDZ \
  | 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: ffd81ea98bf9f5a4cce0bded04d4c21e6a385c2c688744e37f4cb3e3b3ef4377

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33b86a4dcfa17bb15517719f2b586c542716440df6944480f96289163f3f0218",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-19T09:29:38Z",
    "title_canon_sha256": "8e93452ff7f674f591230066197ea903c9d0b7732c8aa5018b4c420cc54acd0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.14151",
    "kind": "arxiv",
    "version": 1
  }
}