Pith Number

pith:5QMXNH4Y

pith:2022:5QMXNH4YQLY2HSZRF2UJYL54HW

not attested not anchored not stored refs pending

When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning?

Anikait Singh, Aviral Kumar, Joey Hong, Sergey Levine

arxiv:2204.05618 v1 · 2022-04-12 · 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{5QMXNH4YQLY2HSZRF2UJYL54HW}

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

An Introduction to Causal Reinforcement Learning

From Bootstrapping to Sequence Modeling: A Unified Generative Framework for Personalized Landing-Page Modeling

The hidden risks of temporal resampling in clinical reinforcement learning

VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training

Receipt and verification

First computed	2026-07-05T04:14:00.275128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec19769f9882f1a3cb312ea89c2fbc3d93d0265d73dc2f5c0adc2a84a09cbf14

Aliases

arxiv: 2204.05618 · arxiv_version: 2204.05618v1 · doi: 10.48550/arxiv.2204.05618 · pith_short_12: 5QMXNH4YQLY2 · pith_short_16: 5QMXNH4YQLY2HSZR · pith_short_8: 5QMXNH4Y

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/5QMXNH4YQLY2HSZRF2UJYL54HW \
  | 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: ec19769f9882f1a3cb312ea89c2fbc3d93d0265d73dc2f5c0adc2a84a09cbf14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "426daff6eb055232ea91e9fba08134e66531421c51bf7fcfa901a7feed22b4d5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-12T08:25:34Z",
    "title_canon_sha256": "30f81c6da18a28d098f0e68b2de10d1ac7302c98e73da5a4df08c4503f1466dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.05618",
    "kind": "arxiv",
    "version": 1
  }
}