Pith Number

pith:LECFQ2MH

pith:2022:LECFQ2MHN37LLA2NMSM6ADHS2B

not attested not anchored not stored refs pending

Online Policy Optimization for Robust MDP

Baoxiang Wang, Jing Dong, Jingwei Li, Jingzhao Zhang

arxiv:2209.13841 v1 · 2022-09-28 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LECFQ2MHN37LLA2NMSM6ADHS2B}

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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

Evolving Robustness--Exploration Trade-off in Online Reinforcement Learning via Quantile Bayesian Risk MDPs

Receipt and verification

First computed	2026-07-05T05:01:44.818172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59045869876efeb5834d6499e00cf2d05d07b2725be28cedf4dc2e1b19c141fa

Aliases

arxiv: 2209.13841 · arxiv_version: 2209.13841v1 · doi: 10.48550/arxiv.2209.13841 · pith_short_12: LECFQ2MHN37L · pith_short_16: LECFQ2MHN37LLA2N · pith_short_8: LECFQ2MH

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/LECFQ2MHN37LLA2NMSM6ADHS2B \
  | 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: 59045869876efeb5834d6499e00cf2d05d07b2725be28cedf4dc2e1b19c141fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbb94cba0dc9caf630c22f5d2f913a37c78bd07947c33bbcaa2f02899bbd59d4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-28T05:18:20Z",
    "title_canon_sha256": "4b0ba21f3ef5d1d7c01437c68755e618de73cf227ce3c04a130f248b543a1e65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.13841",
    "kind": "arxiv",
    "version": 1
  }
}