Pith Number

pith:RM3AUDYP

pith:2025:RM3AUDYPPKO7JKVM7L32J7WIUC

not attested not anchored not stored refs pending

DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding

Chaoyi Jiang, Hossein Entezari Zarch, Lei Gao, Murali Annavaram

arxiv:2504.05598 v2 · 2025-04-08 · cs.CL · 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{RM3AUDYPPKO7JKVM7L32J7WIUC}

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

Scaling LLM Inference Beyond Amdahl`s Limits via Eliminating Non-Scalable Overheads

Receipt and verification

First computed	2026-07-05T11:49:52.980704Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b360a0f0f7a9df4aaacfaf7a4fec8a0b7de46e007c7dd1f4ae5cf63c94876c8

Aliases

arxiv: 2504.05598 · arxiv_version: 2504.05598v2 · doi: 10.48550/arxiv.2504.05598 · pith_short_12: RM3AUDYPPKO7 · pith_short_16: RM3AUDYPPKO7JKVM · pith_short_8: RM3AUDYP

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/RM3AUDYPPKO7JKVM7L32J7WIUC \
  | 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: 8b360a0f0f7a9df4aaacfaf7a4fec8a0b7de46e007c7dd1f4ae5cf63c94876c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1f65b1062244f373bd8556c12aaf92979a01598e201f76cceff64681ea57447",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-08T01:12:59Z",
    "title_canon_sha256": "ef85de7c8dbc2fc1cb94dc289f6e831d7e57e4228724bfca049cc3c52f6fad94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.05598",
    "kind": "arxiv",
    "version": 2
  }
}