Pith Number

pith:QH3BTW33

pith:2020:QH3BTW33I2MALTU4D3XW5E2MBX

not attested not anchored not stored refs pending

An empirical investigation of the challenges of real-world reinforcement learning

Cosmin Paduraru, Daniel J. Mankowitz, Gabriel Dulac-Arnold, Jerry Li, Nir Levine, Sven Gowal, Todd Hester

arxiv:2003.11881 v2 · 2020-03-24 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QH3BTW33I2MALTU4D3XW5E2MBX}

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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

4 papers in Pith

Learning to Adapt: Representation-Based Reinforcement Learning for Multi-Task Skill Transfer

AtomComposer: Discovering Chemical Space from First Principles with Reinforcement Learning

Distributionally Robust Control via Stein Variational Inference for Contact-Rich Manipulation

D4RL: Datasets for Deep Data-Driven Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:20:13.388473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81f619db7b469805ce9c1eef6e934c0dd60d6297373256a95b4991d9981f16a7

Aliases

arxiv: 2003.11881 · arxiv_version: 2003.11881v2 · doi: 10.48550/arxiv.2003.11881 · pith_short_12: QH3BTW33I2MA · pith_short_16: QH3BTW33I2MALTU4 · pith_short_8: QH3BTW33

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/QH3BTW33I2MALTU4D3XW5E2MBX \
  | 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: 81f619db7b469805ce9c1eef6e934c0dd60d6297373256a95b4991d9981f16a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c29970f5083c314e848f4975e342eb025057adbe42279abd0cabf7aa52c1b1e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-24T11:05:41Z",
    "title_canon_sha256": "9a651c12ada03eae158b687d147384ce494a60314e739cf186b6fc665f4e14ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.11881",
    "kind": "arxiv",
    "version": 2
  }
}