Pith Number

pith:242KN2W2

pith:2022:242KN2W23UZ4TN5HTPW6UKAV2A

not attested not anchored not stored refs pending

Optimistic MLE -- A Generic Model-based Algorithm for Partially Observable Sequential Decision Making

Chi Jin, Csaba Szepesv\'ari, Praneeth Netrapalli, Qinghua Liu

arxiv:2209.14997 v3 · 2022-09-29 · cs.LG · cs.AI · 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{242KN2W23UZ4TN5HTPW6UKAV2A}

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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

Breaking the Computational Barrier: Provably Efficient Actor-Critic for Low-Rank MDPs

Receipt and verification

First computed	2026-07-05T05:18:49.932635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d734a6eadadd33c9b7a79bedea2815d01f19988237cf2cfcd7d43202c3820122

Aliases

arxiv: 2209.14997 · arxiv_version: 2209.14997v3 · doi: 10.48550/arxiv.2209.14997 · pith_short_12: 242KN2W23UZ4 · pith_short_16: 242KN2W23UZ4TN5H · pith_short_8: 242KN2W2

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/242KN2W23UZ4TN5HTPW6UKAV2A \
  | 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: d734a6eadadd33c9b7a79bedea2815d01f19988237cf2cfcd7d43202c3820122

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11b1e2a1c250f95a08ed6edffaa5c984e88dd9693228d4a04c82e4379a761791",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-29T17:56:25Z",
    "title_canon_sha256": "1115c38a35c24b4472800180f8198a27fcd1c2d43f411c30262c9503cb45906f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.14997",
    "kind": "arxiv",
    "version": 3
  }
}