Pith Number

pith:ZBJB7JCC

pith:2025:ZBJB7JCCB5WGDNX4Q7FTUJOEXX

not attested not anchored not stored refs pending

HEPPO-GAE: Hardware-Efficient Proximal Policy Optimization with Generalized Advantage Estimation

Ameer M. S. Abdelhadi, Hazem Taha

arxiv:2501.12703 v2 · 2025-01-22 · cs.AR · cs.AI · 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{ZBJB7JCCB5WGDNX4Q7FTUJOEXX}

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	2026-07-05T11:39:47.479401Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8521fa4420f6c61b6fc87cb3a25c4bde99afa5bddbc3e19f5cd213e9b3e76ac

Aliases

arxiv: 2501.12703 · arxiv_version: 2501.12703v2 · doi: 10.48550/arxiv.2501.12703 · pith_short_12: ZBJB7JCCB5WG · pith_short_16: ZBJB7JCCB5WGDNX4 · pith_short_8: ZBJB7JCC

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/ZBJB7JCCB5WGDNX4Q7FTUJOEXX \
  | 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: c8521fa4420f6c61b6fc87cb3a25c4bde99afa5bddbc3e19f5cd213e9b3e76ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29ef9403eb0321b8b36c47f0a7132fe6ba64db037b18704200ee2f000f43312c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2025-01-22T08:18:56Z",
    "title_canon_sha256": "e8370227119b9ba362711481350f322e04b599eeaaa48f7f60d948e01f46ea49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12703",
    "kind": "arxiv",
    "version": 2
  }
}