Pith Number

pith:LKHE6HWR

pith:2018:LKHE6HWRMDIFBUF4PLLUXADZDE

not attested not anchored not stored refs pending

Learning to Adapt in Dynamic, Real-World Environments Through Meta-Reinforcement Learning

Anusha Nagabandi, Chelsea Finn, Ignasi Clavera, Pieter Abbeel, Ronald S. Fearing, Sergey Levine, Simin Liu

arxiv:1803.11347 v6 · 2018-03-30 · cs.LG · cs.RO · 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{LKHE6HWRMDIFBUF4PLLUXADZDE}

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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

5 papers in Pith

Environment Probing Interaction Policies

An Information-Theoretic Analysis of OOD Generalization in Meta-Reinforcement Learning

RoboNet: Large-Scale Multi-Robot Learning

Solving Rubik's Cube with a Robot Hand

Zero-Shot Sim-to-Real Robot Learning: A Dexterous Manipulation Study on Reactive Catching

Receipt and verification

First computed	2026-05-17T23:52:30.122530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a8e4f1ed160d050d0bc7ad74b80791913e57b181ab0f82e97578459517ac378

Aliases

arxiv: 1803.11347 · arxiv_version: 1803.11347v6 · doi: 10.48550/arxiv.1803.11347 · pith_short_12: LKHE6HWRMDIF · pith_short_16: LKHE6HWRMDIFBUF4 · pith_short_8: LKHE6HWR

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/LKHE6HWRMDIFBUF4PLLUXADZDE \
  | 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: 5a8e4f1ed160d050d0bc7ad74b80791913e57b181ab0f82e97578459517ac378

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "018c25df9bf9c98be9edd7d729f7ddbf6f2359b6c552bbe30444fa39b6b141dc",
    "cross_cats_sorted": [
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-30T05:47:11Z",
    "title_canon_sha256": "bd7e8fbfa31e129fb2b8092b2373edde3964ddcb7d138e193e479f6ddb710821"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.11347",
    "kind": "arxiv",
    "version": 6
  }
}