Pith Number

pith:PS3R6IE6

pith:2019:PS3R6IE6YD3VDR5OKPEA766QKW

not attested not anchored not stored refs pending

MULEX: Disentangling Exploitation from Exploration in Deep RL

Damien Vincent, Lucas Beyer, Matthieu Geist, Olivier Pietquin, Olivier Teboul, Sylvain Gelly

arxiv:1907.00868 v1 · 2019-07-01 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PS3R6IE6YD3VDR5OKPEA766QKW}

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	2026-05-17T23:41:47.813911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cb71f209ec0f751c7ae53c80ffbd055bb68fda56f0b8cace7e7352dca5e4be9

Aliases

arxiv: 1907.00868 · arxiv_version: 1907.00868v1 · doi: 10.48550/arxiv.1907.00868 · pith_short_12: PS3R6IE6YD3V · pith_short_16: PS3R6IE6YD3VDR5O · pith_short_8: PS3R6IE6

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/PS3R6IE6YD3VDR5OKPEA766QKW \
  | 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: 7cb71f209ec0f751c7ae53c80ffbd055bb68fda56f0b8cace7e7352dca5e4be9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67c7b8750ec6f2a9f606196c6db3b7a64ff2ca05a7d730b426dc0f49e1da3243",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-01T15:28:02Z",
    "title_canon_sha256": "2001375c3ba45fb7bad3b2201ecbca323625e3d0cc48b81a5651f50c06f05e2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.00868",
    "kind": "arxiv",
    "version": 1
  }
}