Pith Number

pith:I6BZMCFQ

pith:2018:I6BZMCFQR3O62R4GQXKECUAJ6Z

not attested not anchored not stored refs pending

Benchmarking Reinforcement Learning Algorithms on Real-World Robots

A. Rupam Mahmood, Dmytro Korenkevych, Gautham Vasan, James Bergstra, William Ma

arxiv:1809.07731 v1 · 2018-09-20 · cs.LG · cs.AI · 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{I6BZMCFQR3O62R4GQXKECUAJ6Z}

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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

1 paper in Pith

Learning more with the same effort: how randomization improves the robustness of a robotic deep reinforcement learning agent

Receipt and verification

First computed	2026-05-18T00:05:15.316154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47839608b08edded478685d4415009f6641ea4c0528d99bc5a608860007ed4b5

Aliases

arxiv: 1809.07731 · arxiv_version: 1809.07731v1 · doi: 10.48550/arxiv.1809.07731 · pith_short_12: I6BZMCFQR3O6 · pith_short_16: I6BZMCFQR3O62R4G · pith_short_8: I6BZMCFQ

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/I6BZMCFQR3O62R4GQXKECUAJ6Z \
  | 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: 47839608b08edded478685d4415009f6641ea4c0528d99bc5a608860007ed4b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e10f4d46601969da5d324f99da2577f5c366351462287fd1993fce001bf30c7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-20T16:46:04Z",
    "title_canon_sha256": "a6b2996cdec611ae586337e9f3f6c52b85c9d367e9bfd84f81c2fe69d313f188"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.07731",
    "kind": "arxiv",
    "version": 1
  }
}