Pith Number

pith:UJON6HLI

pith:2024:UJON6HLIEME5CEPEUUAPVQUCVB

not attested not anchored not stored refs pending

Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration

Shangtong Gui, Yang Feng, Zhuofan Wen

arxiv:2412.00061 v1 · 2024-11-25 · cs.LG · cs.AI · 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{UJON6HLIEME5CEPEUUAPVQUCVB}

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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

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation

Receipt and verification

First computed	2026-07-05T09:42:35.605245Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a25cdf1d682309d111e4a500fac282a856427ccdbeeb34884ddc8f204bd54010

Aliases

arxiv: 2412.00061 · arxiv_version: 2412.00061v1 · doi: 10.48550/arxiv.2412.00061 · pith_short_12: UJON6HLIEME5 · pith_short_16: UJON6HLIEME5CEPE · pith_short_8: UJON6HLI

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/UJON6HLIEME5CEPEUUAPVQUCVB \
  | 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: a25cdf1d682309d111e4a500fac282a856427ccdbeeb34884ddc8f204bd54010

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34bb75652a71b6953c1c1a405e98995fd6fddf004cffd5afa2bcbe64e5e9a007",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T14:10:21Z",
    "title_canon_sha256": "2335f1d9469bfb34dcbffe55c8dd6752f77e8e62cd711b0ec6eb9fc767b31e11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00061",
    "kind": "arxiv",
    "version": 1
  }
}