Pith Number

pith:4APG6YXT

pith:2020:4APG6YXTEBEVWHLPMPHAFU72HQ

not attested not anchored not stored refs pending

Exploration-Exploitation in Constrained MDPs

Matteo Pirotta, Shie Mannor, Yonathan Efroni

arxiv:2003.02189 v1 · 2020-03-04 · 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{4APG6YXTEBEVWHLPMPHAFU72HQ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

9 papers in Pith

Fairness in two-player zero-sum games with bandit feedback

Learning Safely Without Knowing the World:COMPASS-Hedge

Prudent-Banker: No Extra Fees for Baseline Safety in Adversarial Bandits With and Without Delays

Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form

Last-Iterate Convergence of General Parameterized Policies in Constrained MDPs

Receipt and verification

First computed	2026-07-05T00:45:47.746255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e01e6f62f320495b1d6f63ce02d3fa3c02fb2f79468c5dcd500273b9e3a4415b

Aliases

arxiv: 2003.02189 · arxiv_version: 2003.02189v1 · doi: 10.48550/arxiv.2003.02189 · pith_short_12: 4APG6YXTEBEV · pith_short_16: 4APG6YXTEBEVWHLP · pith_short_8: 4APG6YXT

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/4APG6YXTEBEVWHLPMPHAFU72HQ \
  | 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: e01e6f62f320495b1d6f63ce02d3fa3c02fb2f79468c5dcd500273b9e3a4415b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "581a9385a13e507ff9ec1061d8b1d610407edbbb966ff33c5be2700fc743a1a0",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-04T17:03:56Z",
    "title_canon_sha256": "5957b88ef595cb4fd396919fd67577e8582e66229e09c23c3da6228c2fbf62a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.02189",
    "kind": "arxiv",
    "version": 1
  }
}