Pith Number

pith:VIHQXEGB

pith:2023:VIHQXEGBT3A2CDJBFI24QNQP2U

not attested not anchored not stored refs pending

Learning to Optimize for Reinforcement Learning

A. Rupam Mahmood, Qingfeng Lan, Shuicheng Yan, Zhongwen Xu

arxiv:2302.01470 v3 · 2023-02-03 · cs.LG · 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{VIHQXEGBT3A2CDJBFI24QNQP2U}

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

AI Training Manager: Bounded Closed-Loop Control of Adaptive Training Recipes

Receipt and verification

First computed	2026-07-05T08:26:56.043096Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa0f0b90c19ec1a10d212a35c8360fd53467784bd9347833c3db9c514dc2a4a3

Aliases

arxiv: 2302.01470 · arxiv_version: 2302.01470v3 · doi: 10.48550/arxiv.2302.01470 · pith_short_12: VIHQXEGBT3A2 · pith_short_16: VIHQXEGBT3A2CDJB · pith_short_8: VIHQXEGB

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/VIHQXEGBT3A2CDJBFI24QNQP2U \
  | 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: aa0f0b90c19ec1a10d212a35c8360fd53467784bd9347833c3db9c514dc2a4a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3260cae1bf77629324da444307f867ba82b86dd4dc3f0ffee459714354e433d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-03T00:11:02Z",
    "title_canon_sha256": "5a310f27813adaa8429173b56f5d86289efdba0adf20e0d3e8265d809f77087d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01470",
    "kind": "arxiv",
    "version": 3
  }
}