Pith Number

pith:757WQV5Z

pith:2019:757WQV5ZR5ECYIHNMR5MLG3D7G

not attested not anchored not stored refs pending

Q-Learning for Continuous Actions with Cross-Entropy Guided Policies

Ben Eisner, Daniel Lee, Eric Mitchell, Riley Simmons-Edler, Sebastian Seung

arxiv:1903.10605 v3 · 2019-03-25 · 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{757WQV5ZR5ECYIHNMR5MLG3D7G}

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

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies

Receipt and verification

First computed	2026-05-17T23:41:42.620310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff7f6857b98f482c20ed647ac59b63f98768195690d2415aa82a40ec3f8697d4

Aliases

arxiv: 1903.10605 · arxiv_version: 1903.10605v3 · doi: 10.48550/arxiv.1903.10605 · pith_short_12: 757WQV5ZR5EC · pith_short_16: 757WQV5ZR5ECYIHN · pith_short_8: 757WQV5Z

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/757WQV5ZR5ECYIHNMR5MLG3D7G \
  | 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: ff7f6857b98f482c20ed647ac59b63f98768195690d2415aa82a40ec3f8697d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca2c9dc9f78d9276d6f292828220013491a167fd36181478a3cc3a67abe27232",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-03-25T21:46:58Z",
    "title_canon_sha256": "83e4473bc27d274a90d875ea9096b24a601aa05a7d3d5d29f69cc955db56a6c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.10605",
    "kind": "arxiv",
    "version": 3
  }
}