Pith Number

pith:YFMXA7LK

pith:2019:YFMXA7LKTAXCTZZV2VG2257QBI

not attested not anchored not stored refs pending

Reward Prediction Error as an Exploration Objective in Deep RL

Anthony Bisulco, Ben Eisner, Daniel Lee, Daniel Yang, Eric Mitchell, Riley Simmons-Edler, Sebastian Seung

arxiv:1906.08189 v5 · 2019-06-19 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{YFMXA7LKTAXCTZZV2VG2257QBI}

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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

Reward Prediction Error Prioritisation in Experience Replay: The RPE-PER Method

Receipt and verification

First computed	2026-07-05T02:06:47.513700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c159707d6a982e29e735d54dad77f00a35c0cfba91c2975884ba094ec2b0114a

Aliases

arxiv: 1906.08189 · arxiv_version: 1906.08189v5 · doi: 10.48550/arxiv.1906.08189 · pith_short_12: YFMXA7LKTAXC · pith_short_16: YFMXA7LKTAXCTZZV · pith_short_8: YFMXA7LK

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/YFMXA7LKTAXCTZZV2VG2257QBI \
  | 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: c159707d6a982e29e735d54dad77f00a35c0cfba91c2975884ba094ec2b0114a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41171ae6b7f52a745ce4f3e8ae39ee08836c16ee01170826c203fa4f1692dc5d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-19T16:06:36Z",
    "title_canon_sha256": "71ee5dcfa611d804e4f29603e181f31659911d89e4a5723b3aaf9f99f0fcdc40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08189",
    "kind": "arxiv",
    "version": 5
  }
}