Pith Number

pith:WASUUF7B

pith:2019:WASUUF7BQAT53G7JCADYMVLETM

not attested not anchored not stored refs pending

Concurrent Meta Reinforcement Learning

Emilio Parisotto, Ruslan Salakhutdinov, Sai Bhargav Yalamanchi, Soham Ghosh, Varsha Chinnaobireddy, Yuhuai Wu

arxiv:1903.02710 v1 · 2019-03-07 · 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{WASUUF7BQAT53G7JCADYMVLETM}

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

2 papers in Pith

Meta-Learning and Meta-Reinforcement Learning -- Tracing the Path towards DeepMind's Adaptive Agent

Solving Rubik's Cube with a Robot Hand

Receipt and verification

First computed	2026-05-17T23:51:51.379651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0254a17e18027dd9be910078655649b076d51500dfe9d50874e6391de7a2b8b

Aliases

arxiv: 1903.02710 · arxiv_version: 1903.02710v1 · doi: 10.48550/arxiv.1903.02710 · pith_short_12: WASUUF7BQAT5 · pith_short_16: WASUUF7BQAT53G7J · pith_short_8: WASUUF7B

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/WASUUF7BQAT53G7JCADYMVLETM \
  | 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: b0254a17e18027dd9be910078655649b076d51500dfe9d50874e6391de7a2b8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01004c73413b37ebdb0119ae26b4271ee504154c6824888b9dca4f39a5056166",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-03-07T03:28:41Z",
    "title_canon_sha256": "947adf6e9951f5427f4e8b8a8373129413df5b4af2b11787b9cfd287ff744d7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.02710",
    "kind": "arxiv",
    "version": 1
  }
}