Pith Number

pith:LJYR2RAN

pith:2022:LJYR2RANSRVAEIM52I4ME26CKO

not attested not anchored not stored refs pending

Hybrid RL: Using Both Offline and Online Data Can Make RL Efficient

Akshay Krishnamurthy, Ayush Sekhari, J. Andrew Bagnell, Wen Sun, Yifei Zhou, Yuda Song

arxiv:2210.06718 v3 · 2022-10-13 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LJYR2RANSRVAEIM52I4ME26CKO}

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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

17 papers in Pith

FORCE: Efficient VLA Reinforcement Fine-Tuning via Value-Calibrated Warm-up and Self-Distillation

When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?

Peng's Q($\lambda$) for Conservative Value Estimation in Offline Reinforcement Learning

Learning While Deploying: Fleet-Scale Reinforcement Learning for Generalist Robot Policies

SOPE: Stabilizing Off-Policy Evaluation for Online RL with Prior Data

Receipt and verification

First computed	2026-07-05T05:50:09.560270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a711d440d946a02219dd238c26bc2539653cf566f75512c9c7c08458bdabc6a

Aliases

arxiv: 2210.06718 · arxiv_version: 2210.06718v3 · doi: 10.48550/arxiv.2210.06718 · pith_short_12: LJYR2RANSRVA · pith_short_16: LJYR2RANSRVAEIM5 · pith_short_8: LJYR2RAN

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/LJYR2RANSRVAEIM52I4ME26CKO \
  | 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: 5a711d440d946a02219dd238c26bc2539653cf566f75512c9c7c08458bdabc6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e12c3b2602e810db2869e3c644caf259e5b9664d7201f53d205dc97b8d89bca3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-13T04:19:05Z",
    "title_canon_sha256": "2b4c1f3b9afe5424c93d518c7d2b0dd9c6f1d3236a26ecac497c08b916891e17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06718",
    "kind": "arxiv",
    "version": 3
  }
}