Pith Number

pith:ASEWOIVF

pith:2016:ASEWOIVFLCO6AKI2RI6GQ4XZ5I

not attested not anchored not stored refs pending

Combining policy gradient and Q-learning

Brendan O'Donoghue, Koray Kavukcuoglu, Remi Munos, Volodymyr Mnih

arxiv:1611.01626 v3 · 2016-11-05 · cs.LG · cs.AI · math.OC · 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{ASEWOIVFLCO6AKI2RI6GQ4XZ5I}

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

3 papers in Pith

Failure Modes of Maximum Entropy RLHF

Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor

Soft $Q(\lambda)$: A multi-step off-policy method for entropy regularised reinforcement learning using eligibility traces

Receipt and verification

First computed	2026-05-18T00:46:51.552236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04896722a5589de0291a8a3c6872f9ea0456e3ac4ef0b08ea48d71dee7bc943b

Aliases

arxiv: 1611.01626 · arxiv_version: 1611.01626v3 · doi: 10.48550/arxiv.1611.01626 · pith_short_12: ASEWOIVFLCO6 · pith_short_16: ASEWOIVFLCO6AKI2 · pith_short_8: ASEWOIVF

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/ASEWOIVFLCO6AKI2RI6GQ4XZ5I \
  | 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: 04896722a5589de0291a8a3c6872f9ea0456e3ac4ef0b08ea48d71dee7bc943b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb8570b77a429a0fdd6770c824708c31a022807145640334d36ea6bc4b0e25a2",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-05T10:49:37Z",
    "title_canon_sha256": "53d1c180101c3f87b336ff40836f67ecb4444f7c53dd049173e1159817166549"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.01626",
    "kind": "arxiv",
    "version": 3
  }
}