Pith Number

pith:B2436R4F

pith:2021:B2436R4FG5NQUNJV55BWJEPAMI

not attested not anchored not stored refs pending

A Provably-Efficient Model-Free Algorithm for Constrained Markov Decision Processes

Honghao Wei, Lei Ying, Xin Liu

arxiv:2106.01577 v2 · 2021-06-03 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{B2436R4FG5NQUNJV55BWJEPAMI}

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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

4 papers in Pith

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

Online Resource Allocation With General Constraints

Toward Optimal Regret in Robust Pricing: Decoupling Corruption and Time

Optimistic Policy Learning under Pessimistic Adversaries with Regret and Violation Guarantees

Receipt and verification

First computed	2026-07-05T03:24:57.518782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0eb9bf4785375b0a3535ef436491e06227da209b4f011ec2dc4c4be9fec8debe

Aliases

arxiv: 2106.01577 · arxiv_version: 2106.01577v2 · doi: 10.48550/arxiv.2106.01577 · pith_short_12: B2436R4FG5NQ · pith_short_16: B2436R4FG5NQUNJV · pith_short_8: B2436R4F

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/B2436R4FG5NQUNJV55BWJEPAMI \
  | 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: 0eb9bf4785375b0a3535ef436491e06227da209b4f011ec2dc4c4be9fec8debe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8724d29d8d0e8c14216964879a0b4506160dc644c39ca4c6d4fef9adc01e3335",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-03T03:53:27Z",
    "title_canon_sha256": "dfad0c68615ac40f4761e1140f9f08dd98c2c4fad36aa2865d821e950700cbda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.01577",
    "kind": "arxiv",
    "version": 2
  }
}