Pith Number

pith:YBTDJ3KA

pith:2023:YBTDJ3KACTL7F7F5T2ODDWC3CO

not attested not anchored not stored refs pending

Policy Mirror Descent Inherently Explores Action Space

Guanghui Lan, Yan Li

arxiv:2303.04386 v2 · 2023-03-08 · cs.LG · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YBTDJ3KACTL7F7F5T2ODDWC3CO}

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

Delightful Gradients Accelerate Corner Escape

Receipt and verification

First computed	2026-07-05T05:53:15.717698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c06634ed4014d7f2fcbd9e9c31d85b13b4fb257ce160c86a3eb1904521f1d312

Aliases

arxiv: 2303.04386 · arxiv_version: 2303.04386v2 · doi: 10.48550/arxiv.2303.04386 · pith_short_12: YBTDJ3KACTL7 · pith_short_16: YBTDJ3KACTL7F7F5 · pith_short_8: YBTDJ3KA

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/YBTDJ3KACTL7F7F5T2ODDWC3CO \
  | 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: c06634ed4014d7f2fcbd9e9c31d85b13b4fb257ce160c86a3eb1904521f1d312

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebaf2e273bcff76bfb3a5c7ce7e61fd30a1f5379a6e864816a277ba5ffb0f99e",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-08T05:19:08Z",
    "title_canon_sha256": "742bbce7141ebca709fc40fd2e204691e8e303467b5aecfe6663f5fbf9527601"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.04386",
    "kind": "arxiv",
    "version": 2
  }
}