Pith Number

pith:KBUF7ZEO

pith:2025:KBUF7ZEOR7I7V35MC4HMUTUGCE

not attested not anchored not stored refs pending

Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs

Christopher Lott, Fatih Porikli, Mingu Lee, Raghavv Goel, Risheek Garrepalli, Sudhanshu Agrawal

arxiv:2509.18085 v4 · 2025-09-22 · 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{KBUF7ZEOR7I7V35MC4HMUTUGCE}

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

4 papers in Pith

TEAM: Temporal-Spatial Consistency Guided Expert Activation for MoE Diffusion Language Model Acceleration

Multi-Token Residual Prediction

PSD: Pushing the Pareto Frontier of Diffusion LLMs via Parallel Speculative Decoding

Diffusion Language Models Know the Answer Before Decoding

Receipt and verification

First computed	2026-06-12T01:08:16.134113Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50685fe48e8fd1faefac170eca4e861119f16d1203e9ef41269ff7e18c93f476

Aliases

arxiv: 2509.18085 · arxiv_version: 2509.18085v4 · doi: 10.48550/arxiv.2509.18085 · pith_short_12: KBUF7ZEOR7I7 · pith_short_16: KBUF7ZEOR7I7V35M · pith_short_8: KBUF7ZEO

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/KBUF7ZEOR7I7V35MC4HMUTUGCE \
  | 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: 50685fe48e8fd1faefac170eca4e861119f16d1203e9ef41269ff7e18c93f476

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f86b7bffeb0994c9b4fbcbe4820d9d43c5dc6107942395f276621ece1f807bd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-22T17:58:21Z",
    "title_canon_sha256": "4dad3ca49ef271e730eb017c3aebbbdfbe98bb5c22962daeac8fb94b647c20ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.18085",
    "kind": "arxiv",
    "version": 4
  }
}