Pith Number

pith:G7GN6L5B

pith:2024:G7GN6L5BMRXJXJ6PEYW446UTB5

not attested not anchored not stored refs pending

Early Exit Is a Natural Capability in Transformer-based Models: An Empirical Study on Early Exit without Joint Optimization

Bei Li, Jingbo Zhu, Junxin Wang, Long Meng, Tong Xiao, Tong Zheng, Weiqiao Shan, yingfeng luo

arxiv:2412.01455 v1 · 2024-12-02 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G7GN6L5BMRXJXJ6PEYW446UTB5}

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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

2 papers in Pith

N-vium: Mixture-of-Exits Transformer for Accelerated Exact Generation

Depth Adaptive Efficient Visual Autoregressive Modeling

Receipt and verification

First computed	2026-07-05T09:43:13.348192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37ccdf2fa1646e9ba7cf262dce7a930f4dc540a3cfd988cfe4b2f69c9a3b24d0

Aliases

arxiv: 2412.01455 · arxiv_version: 2412.01455v1 · doi: 10.48550/arxiv.2412.01455 · pith_short_12: G7GN6L5BMRXJ · pith_short_16: G7GN6L5BMRXJXJ6P · pith_short_8: G7GN6L5B

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/G7GN6L5BMRXJXJ6PEYW446UTB5 \
  | 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: 37ccdf2fa1646e9ba7cf262dce7a930f4dc540a3cfd988cfe4b2f69c9a3b24d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e7bab953df4aae7f03976a36eacea07e780c429d496c40f5785ac46f0b6d1b4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-02T12:46:34Z",
    "title_canon_sha256": "f7b6fe87448dd4aec6ff8ba7cb50989532c5f5dddf13c141b817d8e92cf53a2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01455",
    "kind": "arxiv",
    "version": 1
  }
}