Pith Number

pith:BFJHWNJT

pith:2024:BFJHWNJT6THY5DKVQNRQ7HTDT5

not attested not anchored not stored refs pending

Not All Layers of LLMs Are Necessary During Inference

Aixin Sun, Peng Han, Shuo Shang, Siqi Fan, Xiang Li, Xin Jiang, Xuying Meng, Yequan Wang, Zhongyuan Wang

arxiv:2403.02181 v3 · 2024-03-04 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BFJHWNJT6THY5DKVQNRQ7HTDT5}

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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.

Cited by

10 papers in Pith

Discovering Millions of Interpretable Features with Sparse Autoencoders

EASE-TTT: Evidence-Aligned Selective Test-Time Training for Long-Context Question Answering

BMCR: Adaptive Backbone Module Composition via Reinforcement Learning for Remote Sensing Object Detection

End-to-End Dynamic Sparsity for Resource-Adaptive LLM Inference

Tracing Computation Density in LLMs

Receipt and verification

First computed	2026-07-05T08:41:43.644841Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09527b3533f4cf8e8d5583630f9e639f7712ba4fe55b042e9338d967cbbec615

Aliases

arxiv: 2403.02181 · arxiv_version: 2403.02181v3 · doi: 10.48550/arxiv.2403.02181 · pith_short_12: BFJHWNJT6THY · pith_short_16: BFJHWNJT6THY5DKV · pith_short_8: BFJHWNJT

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/BFJHWNJT6THY5DKVQNRQ7HTDT5 \
  | 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: 09527b3533f4cf8e8d5583630f9e639f7712ba4fe55b042e9338d967cbbec615

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "223dde983d3a15e326fe350ec697284595d9ce4b847622936f9775d9bce300ed",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-04T16:23:58Z",
    "title_canon_sha256": "66925e3c7a17ea75c4998c888f94a6c5661855cd7097a0c7399e6f71d52f5e91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02181",
    "kind": "arxiv",
    "version": 3
  }
}