Pith Number

pith:IN42KQMP

pith:2021:IN42KQMPN6X4THLRH5U4YCRM3O

not attested not anchored not stored refs pending

A Provably Efficient Algorithm for Linear Markov Decision Process with Low Switching Cost

Lin F. Yang, Minbo Gao, Simon S. Du, Tianle Xie

arxiv:2101.00494 v1 · 2021-01-02 · 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{IN42KQMPN6X4THLRH5U4YCRM3O}

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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

Model-Based Reinforcement Learning with Double Oracle Efficiency in Policy Optimization and Offline Estimation

Receipt and verification

First computed	2026-07-05T02:04:19.108208Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4379a5418f6fafc99d713f69cc0a2cdb9902cce376d24b5122795ed7c4aee56e

Aliases

arxiv: 2101.00494 · arxiv_version: 2101.00494v1 · doi: 10.48550/arxiv.2101.00494 · pith_short_12: IN42KQMPN6X4 · pith_short_16: IN42KQMPN6X4THLR · pith_short_8: IN42KQMP

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/IN42KQMPN6X4THLRH5U4YCRM3O \
  | 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: 4379a5418f6fafc99d713f69cc0a2cdb9902cce376d24b5122795ed7c4aee56e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd574942fe7a956cb1b81cb9c76677b2fb75f66cb5a0ea2415e1fd9ed6ee2ef4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-02T18:41:27Z",
    "title_canon_sha256": "5a18a54dc7cd01586165479025a271f806e1fc22395bd97e6af8e3986e38b5b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.00494",
    "kind": "arxiv",
    "version": 1
  }
}