Pith Number

pith:4VJDD6XE

pith:2021:4VJDD6XEPVR6QWN2VEYG7DVF5D

not attested not anchored not stored refs pending

A Survey of Exploration Methods in Reinforcement Learning

Doina Precup, Harsh Satija, Herke van Hoof, Maziar Gomrokchi, Susan Amin

arxiv:2109.00157 v2 · 2021-09-01 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{4VJDD6XEPVR6QWN2VEYG7DVF5D}

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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

6 papers in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Smart Walkers in Discrete Space

Optimal Semiparametric Dynamic Pricing with Feature Diversity

SpecRL: Reinforcement Learning with Test-Based Completeness Rewards for Formal Specification Synthesis

Contextual Multi-Task Reinforcement Learning for Autonomous Reef Monitoring

Receipt and verification

First computed	2026-07-05T03:10:55.644711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e55231fae47d63e859baa9306f8ea5e8db34dc23009350c53b65a6054fcc7d35

Aliases

arxiv: 2109.00157 · arxiv_version: 2109.00157v2 · doi: 10.48550/arxiv.2109.00157 · pith_short_12: 4VJDD6XEPVR6 · pith_short_16: 4VJDD6XEPVR6QWN2 · pith_short_8: 4VJDD6XE

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/4VJDD6XEPVR6QWN2VEYG7DVF5D \
  | 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: e55231fae47d63e859baa9306f8ea5e8db34dc23009350c53b65a6054fcc7d35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2dbf5ceb5b8f069f1ff4698edddc08861bf2cb2c9c5fdd8e19931ccc9f14bf03",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-01T02:36:14Z",
    "title_canon_sha256": "415b397fa48eaffb380ecf767adc1c4dabd985bcc2a67802b919c636cc3ede17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.00157",
    "kind": "arxiv",
    "version": 2
  }
}