Pith Number

pith:UXKUUPFB

pith:2020:UXKUUPFBZXRL2MRUH4Q4RBC4M2

not attested not anchored not stored refs pending

Parrot: Data-Driven Behavioral Priors for Reinforcement Learning

Albert Yu, Avi Singh, Gaoyue Zhou, Huihan Liu, Nicholas Rhinehart, Sergey Levine

arxiv:2011.10024 v1 · 2020-11-19 · cs.LG · cs.RO

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UXKUUPFBZXRL2MRUH4Q4RBC4M2}

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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

NFTR: From Provable Mode-Averaging to Geodesic Subgoal Selection in Offline Goal-Conditioned RL

DiPOD: Diffusion Policy Optimization without Drifting Apart

Implicit Neural Representations of Individual Behavior

Adapting Generalist Robot Policies with Semantic Reinforcement Learning

Lagrangian Perturbation Diffusion Steering: Latent Reinforcement Learning for Generative Policies

Receipt and verification

First computed	2026-07-05T01:53:03.930606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5d54a3ca1cde2bd32343f21c8845c66b30e5b3169b67fbd8c555f371e6dda95

Aliases

arxiv: 2011.10024 · arxiv_version: 2011.10024v1 · doi: 10.48550/arxiv.2011.10024 · pith_short_12: UXKUUPFBZXRL · pith_short_16: UXKUUPFBZXRL2MRU · pith_short_8: UXKUUPFB

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/UXKUUPFBZXRL2MRUH4Q4RBC4M2 \
  | 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: a5d54a3ca1cde2bd32343f21c8845c66b30e5b3169b67fbd8c555f371e6dda95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5006d4cec12f315648dcc289c99a3b5661012da35a3666fbdf4a8ecf9e1611e",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-19T18:47:40Z",
    "title_canon_sha256": "50db4341f2cbf546a94c823e5127a98eee4ea24f5c24ca47ad6cd40cec8fa263"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.10024",
    "kind": "arxiv",
    "version": 1
  }
}