Pith Number

pith:MCQMVIWL

pith:2019:MCQMVIWLO3R76TD7O5TOYH3OSU

not attested not anchored not stored refs pending

Way Off-Policy Batch Deep Reinforcement Learning of Implicit Human Preferences in Dialog

Agata Lapedriza, Asma Ghandeharioun, Craig Ferguson, Judy Hanwen Shen, Natasha Jaques, Noah Jones, Rosalind Picard, Shixiang Gu

arxiv:1907.00456 v2 · 2019-06-30 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MCQMVIWLO3R76TD7O5TOYH3OSU}

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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.

Cited by

15 papers in Pith

Multi-Armed Sampling Problem and the End of Exploration

Learning to summarize from human feedback

Benchmarking Batch Deep Reinforcement Learning Algorithms

Sycophancy to Subterfuge: Investigating Reward-Tampering in Large Language Models

Secrets of RLHF in Large Language Models Part I: PPO

Receipt and verification

First computed	2026-05-17T23:41:17.029130Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60a0caa2cb76e3ff4c7f7766ec1f6e951b49bd8dd6e1cb19ab5873bcd043b8fe

Aliases

arxiv: 1907.00456 · arxiv_version: 1907.00456v2 · doi: 10.48550/arxiv.1907.00456 · pith_short_12: MCQMVIWLO3R7 · pith_short_16: MCQMVIWLO3R76TD7 · pith_short_8: MCQMVIWL

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/MCQMVIWLO3R76TD7O5TOYH3OSU \
  | 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: 60a0caa2cb76e3ff4c7f7766ec1f6e951b49bd8dd6e1cb19ab5873bcd043b8fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05b5d99512a3744648aac17c70914a96cdc29a1128bfa051a1171409f9148b82",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-30T20:53:19Z",
    "title_canon_sha256": "edb9f11dda92f2c090f26a59390efb333c67c887e01c84879fc1797f4815041d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.00456",
    "kind": "arxiv",
    "version": 2
  }
}