Pith Number

pith:UBDSHIZR

pith:2018:UBDSHIZR6VOXHGUSNZR3I274LL

not attested not anchored not stored refs pending

GEP-PG: Decoupling Exploration and Exploitation in Deep Reinforcement Learning Algorithms

C\'edric Colas, Olivier Sigaud, Pierre-Yves Oudeyer

arxiv:1802.05054 v5 · 2018-02-14 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UBDSHIZR6VOXHGUSNZR3I274LL}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-05-18T00:05:19.475264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a04723a331f55d739a926e63b46bfc5aea23a560ed882d4f5a6b6a7e77149616

Aliases

arxiv: 1802.05054 · arxiv_version: 1802.05054v5 · doi: 10.48550/arxiv.1802.05054 · pith_short_12: UBDSHIZR6VOX · pith_short_16: UBDSHIZR6VOXHGUS · pith_short_8: UBDSHIZR

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/UBDSHIZR6VOXHGUSNZR3I274LL \
  | 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: a04723a331f55d739a926e63b46bfc5aea23a560ed882d4f5a6b6a7e77149616

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "952a2719fb89a06a2ea897821e6622d97b55d5c0f3fa84159c9524e221892046",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-14T11:59:21Z",
    "title_canon_sha256": "745f4052143b67af2f5caaf64e192f47143a39aff801754af507c5891ec0c781"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.05054",
    "kind": "arxiv",
    "version": 5
  }
}