Pith Number

pith:F5H7GMJG

pith:2024:F5H7GMJGZXNMGJYEP57XW3JBHQ

not attested not anchored not stored refs pending

Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Andrea Do, Cheng Yu, Nikhil Mathew, Oscar Brown, Zhengjie Wang

arxiv:2409.00142 v1 · 2024-08-30 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F5H7GMJGZXNMGJYEP57XW3JBHQ}

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

SpecGen: Accelerating Agentic Kernel Optimization with Speculative Generation

Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation

ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios

Making Every Verified Token Count: Adaptive Verification for MoE Speculative Decoding

Receipt and verification

First computed	2026-07-05T09:01:41.527975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f4ff33126cddac327047f7f7b6d213c059bc14b2ef8074f8b0be185d8b301f8

Aliases

arxiv: 2409.00142 · arxiv_version: 2409.00142v1 · doi: 10.48550/arxiv.2409.00142 · pith_short_12: F5H7GMJGZXNM · pith_short_16: F5H7GMJGZXNMGJYE · pith_short_8: F5H7GMJG

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/F5H7GMJGZXNMGJYEP57XW3JBHQ \
  | 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: 2f4ff33126cddac327047f7f7b6d213c059bc14b2ef8074f8b0be185d8b301f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53c039f45fb7ab4f6eca01fa94e03c44b129d7fab7665318ecca1dfebdeb608a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-30T03:27:48Z",
    "title_canon_sha256": "257c1611290f3db7b0e11c15ac2089ee95f8a8546cda429755e2f8021f6249d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.00142",
    "kind": "arxiv",
    "version": 1
  }
}