Pith Number

pith:UE75F4NT

pith:2020:UE75F4NT7BOA4X3RU2ZI3S4BXV

not attested not anchored not stored refs pending

Data-efficient Domain Randomization with Bayesian Optimization

Christian Eilers, Fabio Muratore, Jan Peters, Michael Gienger

arxiv:2003.02471 v4 · 2020-03-05 · cs.LG · 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{UE75F4NT7BOA4X3RU2ZI3S4BXV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Flow-based Domain Randomization for Learning and Sequencing Robotic Skills

Receipt and verification

First computed	2026-07-05T02:50:38.354452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a13fd2f1b3f85c0e5f71a6b28dcb81bd607a2fda1a541a9e5c0b2c6314e00881

Aliases

arxiv: 2003.02471 · arxiv_version: 2003.02471v4 · doi: 10.48550/arxiv.2003.02471 · pith_short_12: UE75F4NT7BOA · pith_short_16: UE75F4NT7BOA4X3R · pith_short_8: UE75F4NT

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/UE75F4NT7BOA4X3RU2ZI3S4BXV \
  | 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: a13fd2f1b3f85c0e5f71a6b28dcb81bd607a2fda1a541a9e5c0b2c6314e00881

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d04ff5aa0952fafb04564e21ae286bfe0263050b1275717b632d82ad92403b5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-05T07:48:31Z",
    "title_canon_sha256": "ce830320366b3adcb801cda82b3f8e8924aafd7f5f1abe72ae7bdda92b444d32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.02471",
    "kind": "arxiv",
    "version": 4
  }
}