Pith Number

pith:BO3ZKCSO

pith:2022:BO3ZKCSO6QXIVKNADL2QQINSMR

not attested not anchored not stored refs pending

On the Convergence Theory of Meta Reinforcement Learning with Personalized Policies

Dong Li, Haozhi Wang, Jianye Hao, Qing Wang, Yinchuan Li, Yunfeng Shao

arxiv:2209.10072 v1 · 2022-09-21 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{BO3ZKCSO6QXIVKNADL2QQINSMR}

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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.

Cited by

1 paper in Pith

LiveGraph: Active-Structure Neural Re-ranking for Exercise Recommendation

Receipt and verification

First computed	2026-07-05T04:59:44.719404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bb7950a4ef42e8aa9a01af50821b2646ff78e93084547b939ad0d03c7195762

Aliases

arxiv: 2209.10072 · arxiv_version: 2209.10072v1 · doi: 10.48550/arxiv.2209.10072 · pith_short_12: BO3ZKCSO6QXI · pith_short_16: BO3ZKCSO6QXIVKNA · pith_short_8: BO3ZKCSO

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/BO3ZKCSO6QXIVKNADL2QQINSMR \
  | 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: 0bb7950a4ef42e8aa9a01af50821b2646ff78e93084547b939ad0d03c7195762

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40f34996429bae9c1c15d635e99df71db19af0b5f12150fffb8994a8635341c1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-09-21T02:27:56Z",
    "title_canon_sha256": "5a52d0a5c476f056cf70d3860246013b53b36a2b71a16889a1779c9df97827c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.10072",
    "kind": "arxiv",
    "version": 1
  }
}