Pith. sign in
Pith Number

pith:7ZVESWRC

pith:2021:7ZVESWRC6RGEWYYKN32L24JS4U
not attested not anchored not stored refs pending

Learning and Fast Adaptation for Grid Emergency Control via Deep Meta Reinforcement Learning

Ang Li, Jie Tan, Qiuhua Huang, Renke Huang, Tianzhixi Yin, Wenhao Yu, Xinya Li, Yan Du, Yujiao Chen

arxiv:2101.05317 v2 · 2021-01-13 · cs.LG · cs.SY · eess.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7ZVESWRC6RGEWYYKN32L24JS4U}

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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 2026-07-05T03:54:19.306880Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fe6a495a22f44c4b630a6ef4bd7132e52039ba6e254841cc058f5e2afea5dcb7

Aliases

arxiv: 2101.05317 · arxiv_version: 2101.05317v2 · doi: 10.48550/arxiv.2101.05317 · pith_short_12: 7ZVESWRC6RGE · pith_short_16: 7ZVESWRC6RGEWYYK · pith_short_8: 7ZVESWRC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7ZVESWRC6RGEWYYKN32L24JS4U \
  | 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: fe6a495a22f44c4b630a6ef4bd7132e52039ba6e254841cc058f5e2afea5dcb7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8aaee15bd7bf56514a099ad0b097045b2ac73781ce80318bab693cdbe6fdac9f",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-13T19:45:59Z",
    "title_canon_sha256": "5b96327a5f4aa92e6e7a8af4c00a5ede3f69a495fd6a331c70df5927297884b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.05317",
    "kind": "arxiv",
    "version": 2
  }
}