Pith Number

pith:VN2IPSBT

pith:2024:VN2IPSBTDE2DC4Y2MDCR5NZIFT

not attested not anchored not stored refs pending

Distributionally Robust Reinforcement Learning with Interactive Data Collection: Fundamental Hardness and Near-Optimal Algorithm

Han Zhong, Jose Blanchet, Miao Lu, Tong Zhang

arxiv:2404.03578 v2 · 2024-04-04 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{VN2IPSBTDE2DC4Y2MDCR5NZIFT}

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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

2 papers in Pith

DR-SAC: Distributionally Robust Soft Actor-Critic for Reinforcement Learning under Uncertainty

Taming the Curses of Multiagency in Robust Markov Games with Large State Space through Linear Function Approximation

Receipt and verification

First computed	2026-07-05T09:30:12.153708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab7487c833193431731a60c51eb7282ce1a24f8820b437dc2de06db5b68f2bae

Aliases

arxiv: 2404.03578 · arxiv_version: 2404.03578v2 · doi: 10.48550/arxiv.2404.03578 · pith_short_12: VN2IPSBTDE2D · pith_short_16: VN2IPSBTDE2DC4Y2 · pith_short_8: VN2IPSBT

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/VN2IPSBTDE2DC4Y2MDCR5NZIFT \
  | 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: ab7487c833193431731a60c51eb7282ce1a24f8820b437dc2de06db5b68f2bae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bde8ddfe2f4d663d9cbafccf868a9d9f0f1e3250117ef3e5bf97cd85e787a31",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-04T16:40:22Z",
    "title_canon_sha256": "8cf7bc7233a50272b1f9fed0c12b0132482c0a410e61b0051c0562d09780d917"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03578",
    "kind": "arxiv",
    "version": 2
  }
}