Pith. sign in
Pith Number

pith:CWTWR5LV

pith:2020:CWTWR5LVC5LC2DIK56BO457X3S
not attested not anchored not stored refs pending

Reinforcement Learning in Nonzero-sum Linear Quadratic Deep Structured Games: Global Convergence of Policy Optimization

Amir G. Aghdam, Jalal Arabneydi, Masoud Roudneshin

arxiv:2011.14391 v2 · 2020-11-29 · cs.GT · math.OC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CWTWR5LVC5LC2DIK56BO457X3S}

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

Receipt and verification
First computed 2026-07-05T01:59:15.575078Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

15a768f57517562d0d0aef82ee77f7dca486958d6dac6e2f0ced94ae3fc449e9

Aliases

arxiv: 2011.14391 · arxiv_version: 2011.14391v2 · doi: 10.48550/arxiv.2011.14391 · pith_short_12: CWTWR5LVC5LC · pith_short_16: CWTWR5LVC5LC2DIK · pith_short_8: CWTWR5LV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CWTWR5LVC5LC2DIK56BO457X3S \
  | 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: 15a768f57517562d0d0aef82ee77f7dca486958d6dac6e2f0ced94ae3fc449e9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b6ff6df167e0eb9dbb0d4af5aaa836b3f5bff9a5bcbcfefe77a063f9dc5a66ea",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2020-11-29T15:53:21Z",
    "title_canon_sha256": "7e32496e0c37db23a0ca2e587a5451727508847c863e9650b01de5ef3440d080"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.14391",
    "kind": "arxiv",
    "version": 2
  }
}