Pith Number

pith:RJE2KYQO

pith:2016:RJE2KYQOVMYRYVJBGFWBAXQQQT

not attested not anchored not stored refs pending

Safe and Efficient Off-Policy Reinforcement Learning

Anna Harutyunyan, Marc G. Bellemare, R\'emi Munos, Tom Stepleton

arxiv:1606.02647 v2 · 2016-06-08 · 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{RJE2KYQOVMYRYVJBGFWBAXQQQT}

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.

Cited by

4 papers in Pith

Long-Horizon Q-Learning: Accurate Value Learning via n-Step Inequalities

Approximate Next Policy Sampling: Replacing Conservative Target Policy Updates in Deep RL

Beyond Distribution Sharpening: The Importance of Task Rewards

Receipt and verification

First computed	2026-05-18T00:59:58.243497Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a49a5620eab311c5521316c105e1084d34287d5bd917f2f7bac03ea7911b933

Aliases

arxiv: 1606.02647 · arxiv_version: 1606.02647v2 · doi: 10.48550/arxiv.1606.02647 · pith_short_12: RJE2KYQOVMYR · pith_short_16: RJE2KYQOVMYRYVJB · pith_short_8: RJE2KYQO

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/RJE2KYQOVMYRYVJBGFWBAXQQQT \
  | 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: 8a49a5620eab311c5521316c105e1084d34287d5bd917f2f7bac03ea7911b933

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "edafccd8972d592c7e581c3d25c66d6a8ca4de8947143cbb2003ee771b384c59",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-06-08T17:34:13Z",
    "title_canon_sha256": "53dcd0f04cc0fdcee2027f8049052538f36225d75892542d3cfecfd1ac62138c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.02647",
    "kind": "arxiv",
    "version": 2
  }
}