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Pith Number

pith:PEGVE5IX

pith:2017:PEGVE5IXCF5Q5M23BN5A6GW6N4
not attested not anchored not stored refs pending

Learning to Factor Policies and Action-Value Functions: Factored Action Space Representations for Deep Reinforcement learning

Aravind Suresh, Balaraman Ravindran, Rahul Ramesh, Sahil Sharma

arxiv:1705.07269 v1 · 2017-05-20 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PEGVE5IXCF5Q5M23BN5A6GW6N4}

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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.
Receipt and verification
First computed 2026-05-18T00:44:06.150692Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

790d527517117b0eb35b0b7a0f1ade6f1bb978f48a5e3ae20114b3a7bc227385

Aliases

arxiv: 1705.07269 · arxiv_version: 1705.07269v1 · doi: 10.48550/arxiv.1705.07269 · pith_short_12: PEGVE5IXCF5Q · pith_short_16: PEGVE5IXCF5Q5M23 · pith_short_8: PEGVE5IX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PEGVE5IXCF5Q5M23BN5A6GW6N4 \
  | 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: 790d527517117b0eb35b0b7a0f1ade6f1bb978f48a5e3ae20114b3a7bc227385
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4e378a8fdd21fcdf79f3fa8ab7f604c9e9cec4095e2514df9c5b3822058541fc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-05-20T07:18:40Z",
    "title_canon_sha256": "23c5b23b74f9cc95bcd52ed39215627b97b2c6274b947ff7bb1a24b81c1167d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.07269",
    "kind": "arxiv",
    "version": 1
  }
}