Pith Number

pith:H3LZHRNH

pith:2023:H3LZHRNHFLFVCVWSKKBCXMO2VK

not attested not anchored not stored refs pending

No Prior Mask: Eliminate Redundant Action for Deep Reinforcement Learning

Dianyu Zhong, Qianchuan Zhao, Yiqin Yang

arxiv:2312.06258 v1 · 2023-12-11 · 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{H3LZHRNHFLFVCVWSKKBCXMO2VK}

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	2026-07-05T07:22:41.567407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ed793c5a72acb5156d252822bb1daaa9c14e608d23d8c33cdfd4cdb2561ba7a

Aliases

arxiv: 2312.06258 · arxiv_version: 2312.06258v1 · doi: 10.48550/arxiv.2312.06258 · pith_short_12: H3LZHRNHFLFV · pith_short_16: H3LZHRNHFLFVCVWS · pith_short_8: H3LZHRNH

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/H3LZHRNHFLFVCVWSKKBCXMO2VK \
  | 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: 3ed793c5a72acb5156d252822bb1daaa9c14e608d23d8c33cdfd4cdb2561ba7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aee28a88405013b3d1e71d9c8ac6180cfa157d13109fab1cd6d879b7b21e3ab7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-11T09:56:02Z",
    "title_canon_sha256": "c0dee3ee84bc4fcb052211806643757806ffabce4f4e63c456fb1ba05b40fe92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06258",
    "kind": "arxiv",
    "version": 1
  }
}