Pith Number

pith:UU5IZBL4

pith:2024:UU5IZBL4SO5F77EO7PAUGKQ35P

not attested not anchored not stored refs pending

Accelerating Private Large Transformers Inference through Fine-grained Collaborative Computation

Bingsheng Zhang, Tianpei Lu, Yuntian Chen, Zhanyong Tang, Zheng Wang, Zhiying Shi

arxiv:2412.16537 v2 · 2024-12-21 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UU5IZBL4SO5F77EO7PAUGKQ35P}

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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

Breaking the Layer Barrier: Remodeling Private Transformer Inference with Hybrid CKKS and MPC

Receipt and verification

First computed	2026-07-05T11:31:26.135210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a53a8c857c93ba5ffc8efbc1432a1bebc7ec68208de59a23ad5af7e350d8484e

Aliases

arxiv: 2412.16537 · arxiv_version: 2412.16537v2 · doi: 10.48550/arxiv.2412.16537 · pith_short_12: UU5IZBL4SO5F · pith_short_16: UU5IZBL4SO5F77EO · pith_short_8: UU5IZBL4

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/UU5IZBL4SO5F77EO7PAUGKQ35P \
  | 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: a53a8c857c93ba5ffc8efbc1432a1bebc7ec68208de59a23ad5af7e350d8484e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4099c490642e79a73d454489dd480c08e395b204aa71eb5da2b12b276a6d0d1a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-12-21T08:33:12Z",
    "title_canon_sha256": "41cd651a7b74ad80a9bb7c9abdc9886964ce2d2cec54db4d405e4a5dad22df98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16537",
    "kind": "arxiv",
    "version": 2
  }
}