Pith Number

pith:PT6LXPQI

pith:2023:PT6LXPQIPPIPOP6ZDU3I3HARQN

not attested not anchored not stored refs pending

Generative AI Beyond LLMs: System Implications of Multi-Modal Generation

Alicia Golden, Basil Hosmer, Bilge Acun, Carole-Jean Wu, David Brooks, Fei Sun, Gu-Yeon Wei, Jeff Johnson, Samuel Hsia, Yejin Lee, Zachary DeVito

arxiv:2312.14385 v2 · 2023-12-22 · cs.DC · cs.LG · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PT6LXPQIPPIPOP6ZDU3I3HARQN}

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.

Cited by

1 paper in Pith

Spotlight: Synergizing Seed Exploration and Spot GPUs for DiT RL Post-Training

Receipt and verification

First computed	2026-07-05T08:15:43.324198Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cfcbbbe087bd0f73fd91d368d9c118369a2afd77d4f8ac3c0bb2a21b126fba4

Aliases

arxiv: 2312.14385 · arxiv_version: 2312.14385v2 · doi: 10.48550/arxiv.2312.14385 · pith_short_12: PT6LXPQIPPIP · pith_short_16: PT6LXPQIPPIPOP6Z · pith_short_8: PT6LXPQI

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/PT6LXPQIPPIPOP6ZDU3I3HARQN \
  | 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: 7cfcbbbe087bd0f73fd91d368d9c118369a2afd77d4f8ac3c0bb2a21b126fba4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9667651f1c86c83149033b762fc045a3d154b7781a00fbd27c996b8906cdd1e7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-12-22T02:21:26Z",
    "title_canon_sha256": "0f37ee97485d2ff9d8d95d57f464510087964f4a32e8843f25175b53e4c92248"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14385",
    "kind": "arxiv",
    "version": 2
  }
}