Pith Number

pith:6W27ZFXM

pith:2025:6W27ZFXMZBBBVYPPAV7VV4G6CT

not attested not anchored not stored refs pending

DASH: Input-Aware Dynamic Layer Skipping for Efficient LLM Inference with Markov Decision Policies

Fangxin Liu, Haibing Guan, Junjie Wang, Kan Liu, Li Jiang, Ning Yang, Tao Yang

arxiv:2505.17420 v1 · 2025-05-23 · 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{6W27ZFXMZBBBVYPPAV7VV4G6CT}

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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.

Receipt and verification

First computed	2026-07-05T11:08:25.852837Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5b5fc96ecc8421ae1ef057f5af0de14f690f61e5ba74d69cc47dae8ae82237b

Aliases

arxiv: 2505.17420 · arxiv_version: 2505.17420v1 · doi: 10.48550/arxiv.2505.17420 · pith_short_12: 6W27ZFXMZBBB · pith_short_16: 6W27ZFXMZBBBVYPP · pith_short_8: 6W27ZFXM

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/6W27ZFXMZBBBVYPPAV7VV4G6CT \
  | 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: f5b5fc96ecc8421ae1ef057f5af0de14f690f61e5ba74d69cc47dae8ae82237b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65e9c81938abc62895bb33e35efe1478ace4df864793cae9f369d63dbe0bf4eb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-23T03:10:11Z",
    "title_canon_sha256": "3552d6b31d30e999e0f2d3388dee35cbdb563331109f0ff817f4199fb26ce63a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17420",
    "kind": "arxiv",
    "version": 1
  }
}