Pith. sign in
Pith Number

pith:DC5PCRAQ

pith:2023:DC5PCRAQNNJPU77QFI5SA5CMYS
not attested not anchored not stored refs pending

DeepSpeed-VisualChat: Multi-Round Multi-Image Interleave Chat via Multi-Modal Causal Attention

Ammar Ahmad Awan, Conglong Li, Heyang Qin, Minjia Zhang, Olatunji Ruwase, Samyam Rajbhandari, Xiaoxia Wu, Yuxiong He, Zhewei Yao

arxiv:2309.14327 v3 · 2023-09-25 · cs.CV · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DC5PCRAQNNJPU77QFI5SA5CMYS}

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

Receipt and verification
First computed 2026-07-05T07:17:54.944834Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

18baf144106b52fa7ff02a3b20744cc4b3d57f0d3c023df93fb29df635fab324

Aliases

arxiv: 2309.14327 · arxiv_version: 2309.14327v3 · doi: 10.48550/arxiv.2309.14327 · pith_short_12: DC5PCRAQNNJP · pith_short_16: DC5PCRAQNNJPU77Q · pith_short_8: DC5PCRAQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DC5PCRAQNNJPU77QFI5SA5CMYS \
  | 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: 18baf144106b52fa7ff02a3b20744cc4b3d57f0d3c023df93fb29df635fab324
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a71924a8448da555befefc487181d1411bffdcc71427aab32024543fd5169bcf",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-09-25T17:53:29Z",
    "title_canon_sha256": "aaf5b0ec3f9803b84b74bd1928e2bff6f441e2842b859fb2cc47bd7b9fad0ba5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14327",
    "kind": "arxiv",
    "version": 3
  }
}