Pith Number

pith:NJXHTWGE

pith:2023:NJXHTWGEVOWI6WQAG3P5E5KA5O

not attested not anchored not stored refs pending

Accelerated Policy Gradient: On the Convergence Rates of the Nesterov Momentum for Reinforcement Learning

Ching-pei Lee, Nai-Chieh Huang, Ping-Chun Hsieh, Yen-Ju Chen

arxiv:2310.11897 v3 · 2023-10-18 · 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{NJXHTWGEVOWI6WQAG3P5E5KA5O}

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	2026-07-05T08:28:03.234673Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a6e79d8c4abac8f5a0036dfd27540eba172735d88f88c1094a0d20150c108eb

Aliases

arxiv: 2310.11897 · arxiv_version: 2310.11897v3 · doi: 10.48550/arxiv.2310.11897 · pith_short_12: NJXHTWGEVOWI · pith_short_16: NJXHTWGEVOWI6WQA · pith_short_8: NJXHTWGE

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/NJXHTWGEVOWI6WQAG3P5E5KA5O \
  | 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: 6a6e79d8c4abac8f5a0036dfd27540eba172735d88f88c1094a0d20150c108eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c436a50f1de1ae4a3e4284b32e33bd1e40533eef59e08a65b79aca486d11043",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-18T11:33:22Z",
    "title_canon_sha256": "328fb181070d751d409e800b6c412868ba1e42b2a787dc8b14351c11d659e4bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.11897",
    "kind": "arxiv",
    "version": 3
  }
}