Pith Number

pith:SNBYEMAW

pith:2017:SNBYEMAWWB6M4YSNZTTANCDBN6

not attested not anchored not stored refs pending

Policy Gradient Methods for Reinforcement Learning with Function Approximation and Action-Dependent Baselines

Emma Brunskill, Philip S. Thomas

arxiv:1706.06643 v1 · 2017-06-20 · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SNBYEMAWWB6M4YSNZTTANCDBN6}

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

OmniVLA-RL: A Vision-Language-Action Model with Spatial Understanding and Online RL

Receipt and verification

First computed	2026-05-18T00:41:57.338751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9343823016b07cce624dcce60688616f91821b984f887115554000c6feb3620c

Aliases

arxiv: 1706.06643 · arxiv_version: 1706.06643v1 · doi: 10.48550/arxiv.1706.06643 · pith_short_12: SNBYEMAWWB6M · pith_short_16: SNBYEMAWWB6M4YSN · pith_short_8: SNBYEMAW

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/SNBYEMAWWB6M4YSNZTTANCDBN6 \
  | 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: 9343823016b07cce624dcce60688616f91821b984f887115554000c6feb3620c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a3a941101eb33ddf7dde0703e2e89c79857fac8b6b3bd58f7247e2dfd85b3f5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-06-20T19:47:44Z",
    "title_canon_sha256": "f01b6b90c58f66ebd509113fefebd4dd74ef820731c7d4d91d50ddb43130c1ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.06643",
    "kind": "arxiv",
    "version": 1
  }
}