Pith. sign in
Pith Number

pith:DS5XIDUC

pith:2021:DS5XIDUCNVDQIPAZKAJLEBXPZK
not attested not anchored not stored refs pending

Reinforcement Learning With Sparse-Executing Actions via Sparsity Regularization

Jing-cheng Pang, Shengyi Jiang, Tian Xu, Yang Yu, Yu-Ren Liu

arxiv:2105.08666 v4 · 2021-05-18 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{DS5XIDUCNVDQIPAZKAJLEBXPZK}

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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 2026-07-05T08:46:14.395345Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1cbb740e826d47043c195012b206efca8e4215cf296a1eb38f64f3f5e509ddfb

Aliases

arxiv: 2105.08666 · arxiv_version: 2105.08666v4 · doi: 10.48550/arxiv.2105.08666 · pith_short_12: DS5XIDUCNVDQ · pith_short_16: DS5XIDUCNVDQIPAZ · pith_short_8: DS5XIDUC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DS5XIDUCNVDQIPAZKAJLEBXPZK \
  | 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: 1cbb740e826d47043c195012b206efca8e4215cf296a1eb38f64f3f5e509ddfb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dc5591396d7dbf87362e033b8dee303432b1ce846280bdc183abb1af4a621dae",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-18T16:50:42Z",
    "title_canon_sha256": "9387f2482b6daff155316c09ac3b5fadce70ce09fc663e3fb9e94eca34e097c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.08666",
    "kind": "arxiv",
    "version": 4
  }
}