Pith Number

pith:RAIUAFB4

pith:2020:RAIUAFB42WSLLI3ECALS7HSAE6

not attested not anchored not stored refs pending

Hyperparameter Selection for Offline Reinforcement Learning

Alexander Novikov, Andrea Michi, Caglar Gulcehre, Cosmin Paduraru, Konrad Zolna, Nando de Freitas, Tom Le Paine, Ziyu Wang

arxiv:2007.09055 v1 · 2020-07-17 · 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{RAIUAFB42WSLLI3ECALS7HSAE6}

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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

7 papers in Pith

Strategic Bargaining in Multi-Buyer Markets: Reinforcement Learning from Verifiable Rewards for LLM Negotiations

$\text{DT}^2$: Decision-Targeted Digital Twins

Some Essential Constructive Foundations for Systems and Control

Autoregressive Diffusion World Models for Off-Policy Evaluation of LLM Agents

Sample-efficient inductive matrix completion with noise and inexact side-information

Receipt and verification

First computed	2026-07-05T01:20:06.486159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

881140143cd5a4b5a36410172f9e40279c3c0febc060a09b5d49644eb1a6e5c4

Aliases

arxiv: 2007.09055 · arxiv_version: 2007.09055v1 · doi: 10.48550/arxiv.2007.09055 · pith_short_12: RAIUAFB42WSL · pith_short_16: RAIUAFB42WSLLI3E · pith_short_8: RAIUAFB4

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/RAIUAFB42WSLLI3ECALS7HSAE6 \
  | 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: 881140143cd5a4b5a36410172f9e40279c3c0febc060a09b5d49644eb1a6e5c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fccbe34773f3724a45824afb22303065bf978871b28704751a149caee9a7ca95",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-17T15:30:38Z",
    "title_canon_sha256": "26b0a9833ca62339d327e11df501820a8d74affa1d8d789254c8e12f30003e6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.09055",
    "kind": "arxiv",
    "version": 1
  }
}