Pith Number

pith:BQTAG2A3

pith:2024:BQTAG2A32KZTRTATAKNPMCULFP

not attested not anchored not stored refs pending

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution

Dong In Kim, Merouane Debbah, Shiwen Mao, Song Guo, Wanting Yang, Zehui Xiong

arxiv:2411.15781 v2 · 2024-11-24 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BQTAG2A32KZTRTATAKNPMCULFP}

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	2026-07-05T10:22:10.381205Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c2603681bd2b338cc13029af60a8b2bf681cccee7fffe74c29b5322ae4c1bd1

Aliases

arxiv: 2411.15781 · arxiv_version: 2411.15781v2 · doi: 10.48550/arxiv.2411.15781 · pith_short_12: BQTAG2A32KZT · pith_short_16: BQTAG2A32KZTRTAT · pith_short_8: BQTAG2A3

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/BQTAG2A32KZTRTATAKNPMCULFP \
  | 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: 0c2603681bd2b338cc13029af60a8b2bf681cccee7fffe74c29b5322ae4c1bd1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2641806e5398cd730d23bfde6eafdc6536cae7cac12ebdb42bca6c9ebd7ebbf8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-11-24T11:24:03Z",
    "title_canon_sha256": "77e0d8602adc8c963a9b812e5fde2a4ee634c89d09c6ed97262ca4d105880784"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15781",
    "kind": "arxiv",
    "version": 2
  }
}