Pith Number

pith:O2P7NJXE

pith:2025:O2P7NJXEGIWUT7VUKVRPQOTDGY

not attested not anchored not stored refs pending

DuoDecoding: Hardware-aware Heterogeneous Speculative Decoding with Dynamic Multi-Sequence Drafting

Honglin Guo, Kai Lv, Qipeng Guo, Xipeng Qiu

arxiv:2503.00784 v1 · 2025-03-02 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O2P7NJXEGIWUT7VUKVRPQOTDGY}

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

WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference

Receipt and verification

First computed	2026-07-05T10:22:29.496422Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

769ff6a6e4322d49feb45562f83a633619a02f61d130f55b7875b61f66fc3a90

Aliases

arxiv: 2503.00784 · arxiv_version: 2503.00784v1 · doi: 10.48550/arxiv.2503.00784 · pith_short_12: O2P7NJXEGIWU · pith_short_16: O2P7NJXEGIWUT7VU · pith_short_8: O2P7NJXE

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/O2P7NJXEGIWUT7VUKVRPQOTDGY \
  | 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: 769ff6a6e4322d49feb45562f83a633619a02f61d130f55b7875b61f66fc3a90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d82eb74295fc3a43c461ba9fb4ba3dd0d9eac0b18212fda4d1c68db7986f944a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-02T08:27:48Z",
    "title_canon_sha256": "4cf85deab3b1971b42ded42cedac75c88b305a44691587ee96fe89bc8e88a8eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00784",
    "kind": "arxiv",
    "version": 1
  }
}