Pith Number

pith:IATTN4RE

pith:2019:IATTN4REXT4GBU4BYFHGNOGDVO

not attested not anchored not stored refs pending

Making Efficient Use of Demonstrations to Solve Hard Exploration Problems

Bobak Shahriari, Caglar Gulcehre, Duncan Williams, Gabriel Barth-Maron, Hubert Soyer, Matt Hoffman, Misha Denil, Nando de Freitas, Neil Rabinowitz, Richard Tanburn, Steven Kapturowski, Tom Le Paine, Worlds Team, Ziyu Wang

arxiv:1909.01387 v1 · 2019-09-03 · 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{IATTN4REXT4GBU4BYFHGNOGDVO}

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

Implicit Action Chunking for Smooth Continuous Control

LLM-Enhanced Multi-Agent Reinforcement Learning with Expert Workflow for Real-Time P2P Energy Trading

Receipt and verification

First computed	2026-07-05T00:02:15.680592Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

402736f224bcf860d381c14e66b8c3abb34e929f3c42589131cd6984365523c3

Aliases

arxiv: 1909.01387 · arxiv_version: 1909.01387v1 · doi: 10.48550/arxiv.1909.01387 · pith_short_12: IATTN4REXT4G · pith_short_16: IATTN4REXT4GBU4B · pith_short_8: IATTN4RE

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/IATTN4REXT4GBU4BYFHGNOGDVO \
  | 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: 402736f224bcf860d381c14e66b8c3abb34e929f3c42589131cd6984365523c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cb0a79cef24d4680b0d12d55878f7307e01c482615e4357fe437c8723b467c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-03T18:20:48Z",
    "title_canon_sha256": "b388e9874d112092568ec6f2a7fc2dbf7d9bb10506ea9b0f8cee2f441dc11a20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.01387",
    "kind": "arxiv",
    "version": 1
  }
}