Pith Number

pith:CZ7EBTVY

pith:2024:CZ7EBTVYKZQKPDZEN6SGS5YXSN

not attested not anchored not stored refs pending

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed

Ben Wang, Haiyang Lu, Jingxin Liu, Xiang Gao, Xin Li, Yisha Li

arxiv:2412.10381 v6 · 2024-11-28 · cs.IR · 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{CZ7EBTVYKZQKPDZEN6SGS5YXSN}

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	2026-07-05T11:09:05.311254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

167e40ceb85660a78f246fa4697717935b0773ac959f7a3e044419c60db0459f

Aliases

arxiv: 2412.10381 · arxiv_version: 2412.10381v6 · doi: 10.48550/arxiv.2412.10381 · pith_short_12: CZ7EBTVYKZQK · pith_short_16: CZ7EBTVYKZQKPDZE · pith_short_8: CZ7EBTVY

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/CZ7EBTVYKZQKPDZEN6SGS5YXSN \
  | 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: 167e40ceb85660a78f246fa4697717935b0773ac959f7a3e044419c60db0459f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c003e638d8c531c4b3d7883265d322e5d7048e8b30530867d69d0361a0c0bb3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-11-28T04:06:02Z",
    "title_canon_sha256": "d50a797c8abef000151d1b3182b3d7bdf9932058ad36e6aca49989e9f4806520"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10381",
    "kind": "arxiv",
    "version": 6
  }
}