Pith Number

pith:7MDUP5J6

pith:2018:7MDUP5J6HF74J7SEVOGPWERAIX

not attested not anchored not stored refs pending

Reward Estimation for Variance Reduction in Deep Reinforcement Learning

Alexandre Pich\'e, Joelle Pineau, Joshua Romoff, Peter Henderson, Vincent Francois-Lavet

arxiv:1805.03359 v2 · 2018-05-09 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7MDUP5J6HF74J7SEVOGPWERAIX}

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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

1 paper in Pith

Hopfield Networks is All You Need

Receipt and verification

First computed	2026-05-18T00:01:19.498173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb0747f53e397fc4fe44ab8cfb122045d9bf9dbb58ea5f0c710994483b8512c3

Aliases

arxiv: 1805.03359 · arxiv_version: 1805.03359v2 · doi: 10.48550/arxiv.1805.03359 · pith_short_12: 7MDUP5J6HF74 · pith_short_16: 7MDUP5J6HF74J7SE · pith_short_8: 7MDUP5J6

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/7MDUP5J6HF74J7SEVOGPWERAIX \
  | 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: fb0747f53e397fc4fe44ab8cfb122045d9bf9dbb58ea5f0c710994483b8512c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc455bf8ce371eaaa9c2db8fbe379b2122748992cc320ce9d26a3ddbe55219cd",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-09T03:11:29Z",
    "title_canon_sha256": "6b85bd692d823e981d4b51e2ff1ee9f8ef0b3b39f209a1726e03b8456947aa0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.03359",
    "kind": "arxiv",
    "version": 2
  }
}