Pith Number

pith:YCUQS4KI

pith:2019:YCUQS4KIL6UUW7WLPUQBD5ZUW3

not attested not anchored not stored refs pending

On Convergence Rate of Adaptive Multiscale Value Function Approximation For Reinforcement Learning

Quanyan Zhu, Tao Li

arxiv:1908.08578 v1 · 2019-08-22 · 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{YCUQS4KIL6UUW7WLPUQBD5ZUW3}

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.

Receipt and verification

First computed	2026-07-04T23:59:15.710069Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0a90971485fa94b7ecb7d2011f734b6e139ba8d69b90106df90881db82e8369

Aliases

arxiv: 1908.08578 · arxiv_version: 1908.08578v1 · doi: 10.48550/arxiv.1908.08578 · pith_short_12: YCUQS4KIL6UU · pith_short_16: YCUQS4KIL6UUW7WL · pith_short_8: YCUQS4KI

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/YCUQS4KIL6UUW7WLPUQBD5ZUW3 \
  | 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: c0a90971485fa94b7ecb7d2011f734b6e139ba8d69b90106df90881db82e8369

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1598bbb4e38ad5f3ec6cda1d79ac1e7686634d9402e7275bf435b397088d583f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-22T19:56:26Z",
    "title_canon_sha256": "f966c996dd1b0a549f83137b33472575535e2ef0f6ad80a8ad41e57b871db0d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.08578",
    "kind": "arxiv",
    "version": 1
  }
}