Pith Number

pith:R5BJS6ZF

pith:2017:R5BJS6ZFNEPIDWL7EMM6ZDQ73C

not attested not anchored not stored refs pending

Beating Atari with Natural Language Guided Reinforcement Learning

Alexander Sosa, Christopher Sauer, Russell Kaplan

arxiv:1704.05539 v1 · 2017-04-18 · 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{R5BJS6ZFNEPIDWL7EMM6ZDQ73C}

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

Reinforcement Learning with Physics-Informed Symbolic Program Priors for Zero-Shot Wireless Indoor Navigation

Receipt and verification

First computed	2026-05-18T00:46:07.177525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f42997b25691e81d97f2319ec8e1fd8a6b6247893063af70d6640e8e06724c2

Aliases

arxiv: 1704.05539 · arxiv_version: 1704.05539v1 · doi: 10.48550/arxiv.1704.05539 · pith_short_12: R5BJS6ZFNEPI · pith_short_16: R5BJS6ZFNEPIDWL7 · pith_short_8: R5BJS6ZF

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/R5BJS6ZFNEPIDWL7EMM6ZDQ73C \
  | 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: 8f42997b25691e81d97f2319ec8e1fd8a6b6247893063af70d6640e8e06724c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be3e8ebfaa8ee85f3e6626e3b6b78a5723efded865a21d52b97f497f1d570dfd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-04-18T21:31:29Z",
    "title_canon_sha256": "2db2155adffd757c13f7249d8b1d6ef100250a6b5a7fa6af6f8e6e03af09e38e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1704.05539",
    "kind": "arxiv",
    "version": 1
  }
}