Pith Number

pith:4DEANPA6

pith:2017:4DEANPA6VVJZ2J6AAL4YCPHTGA

not attested not anchored not stored refs pending

Minimax Regret Bounds for Reinforcement Learning

Ian Osband, Mohammad Gheshlaghi Azar, R\'emi Munos

arxiv:1703.05449 v2 · 2017-03-16 · stat.ML · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4DEANPA6VVJZ2J6AAL4YCPHTGA}

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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

3 papers in Pith

Near-optimal Bayesian Solution For Unknown Discrete Markov Decision Process

Polychromic Objectives for Reinforcement Learning

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

Receipt and verification

First computed	2026-05-18T00:41:07.230577Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0c806bc1ead539d27c002f9813cf3301d16106d9863903a02f0f73028b96957

Aliases

arxiv: 1703.05449 · arxiv_version: 1703.05449v2 · doi: 10.48550/arxiv.1703.05449 · pith_short_12: 4DEANPA6VVJZ · pith_short_16: 4DEANPA6VVJZ2J6A · pith_short_8: 4DEANPA6

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/4DEANPA6VVJZ2J6AAL4YCPHTGA \
  | 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: e0c806bc1ead539d27c002f9813cf3301d16106d9863903a02f0f73028b96957

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76d4ea69425fca02e9507e905c1b0dcb856733c785ac241d44f210170c3715b0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-03-16T01:31:33Z",
    "title_canon_sha256": "58128e741541cf1c8bf6d5b8fe61ff473c2ae9a2ed260604d7355da6f3ab6cad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.05449",
    "kind": "arxiv",
    "version": 2
  }
}