Pith. sign in
Pith Number

pith:G6KJHD6I

pith:2020:G6KJHD6IQA6BFHZTEE64EF4TES
not attested not anchored not stored refs pending

{\epsilon}-BMC: A Bayesian Ensemble Approach to Epsilon-Greedy Exploration in Model-Free Reinforcement Learning

Chi-Guhn Lee, Michael Gimelfarb, Scott Sanner

arxiv:2007.00869 v1 · 2020-07-02 · cs.LG · cs.RO · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{G6KJHD6IQA6BFHZTEE64EF4TES}

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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.
Receipt and verification
First computed 2026-07-05T01:15:42.006525Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3794938fc8803c129f33213dc217932487fc84cdd8f19d446ec555d174ff6d7b

Aliases

arxiv: 2007.00869 · arxiv_version: 2007.00869v1 · doi: 10.48550/arxiv.2007.00869 · pith_short_12: G6KJHD6IQA6B · pith_short_16: G6KJHD6IQA6BFHZT · pith_short_8: G6KJHD6I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G6KJHD6IQA6BFHZTEE64EF4TES \
  | 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: 3794938fc8803c129f33213dc217932487fc84cdd8f19d446ec555d174ff6d7b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "229382fc0515d5e3204d90a427553c1fafd11eed64c9a5269d80a6647947c008",
    "cross_cats_sorted": [
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-02T04:30:47Z",
    "title_canon_sha256": "341a2363c8c0f06cc82aeb0930a14ee3a7cfd50b619b94c7420ee87b66019be3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.00869",
    "kind": "arxiv",
    "version": 1
  }
}