Pith Number

pith:QGUAX5VX

pith:2016:QGUAX5VXUWAGZ52LGBIMFVKIUF

not attested not anchored not stored refs pending

#Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning

Adam Stooke, Davis Foote, Filip De Turck, Haoran Tang, John Schulman, Pieter Abbeel, Rein Houthooft, Xi Chen, Yan Duan

arxiv:1611.04717 v3 · 2016-11-15 · cs.AI · 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{QGUAX5VXUWAGZ52LGBIMFVKIUF}

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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	2026-05-18T00:28:56.717488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81a80bf6b7a5806cf74b3050c2d548a17de12c1aaba8d70d5810a35fff3bda83

Aliases

arxiv: 1611.04717 · arxiv_version: 1611.04717v3 · doi: 10.48550/arxiv.1611.04717 · pith_short_12: QGUAX5VXUWAG · pith_short_16: QGUAX5VXUWAGZ52L · pith_short_8: QGUAX5VX

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/QGUAX5VXUWAGZ52LGBIMFVKIUF \
  | 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: 81a80bf6b7a5806cf74b3050c2d548a17de12c1aaba8d70d5810a35fff3bda83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f532cae65df7164b0da2d43756a309389304277e965719605e35f92ad6994b9e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-11-15T06:42:24Z",
    "title_canon_sha256": "44c995d95d2ebf83168a334c26aeb1512795b28e79edc95fc42e88310f3b62eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.04717",
    "kind": "arxiv",
    "version": 3
  }
}