Pith Number

pith:KBVO7DIZ

pith:2024:KBVO7DIZNH7RMBAOZXFWBBO6OJ

not attested not anchored not stored refs pending

LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Ahmed A Aly, Ahmed Roman, Akshat Shrivastava, Anas Mahmoud, Basil Hosmer, Beidi Chen, Bilge Acun, Bram Wasti, Carole-Jean Wu, Diana Liskovich, Liangzhen Lai, Mostafa Elhoushi, Saurabh Agarwal

arxiv:2404.16710 v4 · 2024-04-25 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KBVO7DIZNH7RMBAOZXFWBBO6OJ}

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

14 papers in Pith

Tapered Language Models

CLP: Collocation-Length Prediction for Zero-Loss Adaptive Multi-Token Inference

The Context-Ready Transformer

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning

DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution

Receipt and verification

First computed	2026-07-05T09:22:17.582059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

506aef8d1969ff16040ecdcb6085de724c9e961841010659a6349dbdf65601a8

Aliases

arxiv: 2404.16710 · arxiv_version: 2404.16710v4 · doi: 10.48550/arxiv.2404.16710 · pith_short_12: KBVO7DIZNH7R · pith_short_16: KBVO7DIZNH7RMBAO · pith_short_8: KBVO7DIZ

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/KBVO7DIZNH7RMBAOZXFWBBO6OJ \
  | 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: 506aef8d1969ff16040ecdcb6085de724c9e961841010659a6349dbdf65601a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca8a564d1b659630ab105f08d5bc4d9154e5a219428bd28ecb0bffb4e579c20f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-25T16:20:23Z",
    "title_canon_sha256": "f933beee5ac1ee3830f1018c8042b30de17b9664e42fa3ce812e197cfe750939"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.16710",
    "kind": "arxiv",
    "version": 4
  }
}