Pith Number

pith:BZOCQZH2

pith:2016:BZOCQZH2IPZ7T47AQMYR2JWGQR

not attested not anchored not stored refs pending

Learning to Play in a Day: Faster Deep Reinforcement Learning by Optimality Tightening

Alexander G. Schwing, Frank S. He, Jian Peng, Yang Liu

arxiv:1611.01606 v1 · 2016-11-05 · 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{BZOCQZH2IPZ7T47AQMYR2JWGQR}

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

Long-Horizon Q-Learning: Accurate Value Learning via n-Step Inequalities

Receipt and verification

First computed	2026-05-18T01:00:04.890437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e5c2864fa43f3f9f3e083311d26c68458ed45d7863ec5eb9aa3361a83fa5f3f

Aliases

arxiv: 1611.01606 · arxiv_version: 1611.01606v1 · doi: 10.48550/arxiv.1611.01606 · pith_short_12: BZOCQZH2IPZ7 · pith_short_16: BZOCQZH2IPZ7T47A · pith_short_8: BZOCQZH2

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/BZOCQZH2IPZ7T47AQMYR2JWGQR \
  | 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: 0e5c2864fa43f3f9f3e083311d26c68458ed45d7863ec5eb9aa3361a83fa5f3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f9105c9ca378279fbbf24294c585cf9576f953099c96ba407ef62952c79767d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-05T05:42:40Z",
    "title_canon_sha256": "abbe62cd44b70d81c84508e03c36d70dc608983b67d35746a648558d86937bf3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.01606",
    "kind": "arxiv",
    "version": 1
  }
}