Pith. sign in
Pith Number

pith:AS7YLJ2Y

pith:2020:AS7YLJ2YHRB5ZN2CCZ3SJSPRR6
not attested not anchored not stored refs pending

Data-driven Dynamic Multi-objective Optimal Control: An Aspiration-satisfying Reinforcement Learning Approach

Hamidreza Modares, Majid Mazouchi, Yongliang Yang

arxiv:2005.07118 v4 · 2020-05-14 · eess.SY · cs.SY · math.OC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AS7YLJ2YHRB5ZN2CCZ3SJSPRR6}

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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 2026-07-05T02:09:10.143067Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

04bf85a7583c43dcb742167724c9f18f841acc864d725f9028981208b8f26a84

Aliases

arxiv: 2005.07118 · arxiv_version: 2005.07118v4 · doi: 10.48550/arxiv.2005.07118 · pith_short_12: AS7YLJ2YHRB5 · pith_short_16: AS7YLJ2YHRB5ZN2C · pith_short_8: AS7YLJ2Y
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AS7YLJ2YHRB5ZN2CCZ3SJSPRR6 \
  | 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: 04bf85a7583c43dcb742167724c9f18f841acc864d725f9028981208b8f26a84
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c197994ecba9e05199b298530a7e89a9f9255a0a05c42c457df52fef9dc91752",
    "cross_cats_sorted": [
      "cs.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2020-05-14T16:38:18Z",
    "title_canon_sha256": "5cf10dee3b6ae8c569360d34074fb6ec242f22cc60d00b15ecffc4bd46867957"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.07118",
    "kind": "arxiv",
    "version": 4
  }
}