Pith Number

pith:2A6G2DQ4

pith:2024:2A6G2DQ477GZASXWLL6ULBGQFE

not attested not anchored not stored refs pending

RL-MUL 2.0: Multiplier Design Optimization with Parallel Deep Reinforcement Learning and Space Reduction

Dongsheng Zuo, Jiadong Zhu, Yikang Ouyang, Yuzhe Ma

arxiv:2404.00639 v2 · 2024-03-31 · cs.AR · 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{2A6G2DQ477GZASXWLL6ULBGQFE}

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	2026-07-05T09:54:25.835249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d03c6d0e1cffcd904af65afd4584d02923ad4e1bbbed23874d2d46d2f3150279

Aliases

arxiv: 2404.00639 · arxiv_version: 2404.00639v2 · doi: 10.48550/arxiv.2404.00639 · pith_short_12: 2A6G2DQ477GZ · pith_short_16: 2A6G2DQ477GZASXW · pith_short_8: 2A6G2DQ4

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/2A6G2DQ477GZASXWLL6ULBGQFE \
  | 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: d03c6d0e1cffcd904af65afd4584d02923ad4e1bbbed23874d2d46d2f3150279

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43bbe8fdb34fe2b3d48ba57e7b84b9ed41fc51a8223c99d2298c8a141a66ce68",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-03-31T10:43:33Z",
    "title_canon_sha256": "395ccb464019c3885f5d70f592ab5d8ac1a0ddbada9420d0b51fea0df9718fba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.00639",
    "kind": "arxiv",
    "version": 2
  }
}