Pith Number

pith:MEW3YIII

pith:2024:MEW3YIIID7KLRKBUCLDRI2YLFH

not attested not anchored not stored refs pending

SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing

Geng Yuan, Sheng Li, Xulong Tang, Yanzhi Wang, Youtao Zhang, Yue Dai

arxiv:2401.16720 v1 · 2024-01-30 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MEW3YIIID7KLRKBUCLDRI2YLFH}

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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

1 paper in Pith

MoEcho: Exploiting Side-Channel Attacks to Compromise User Privacy in Mixture-of-Experts LLMs

Receipt and verification

First computed	2026-07-05T07:38:59.179212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

612dbc21081fd4b8a83412c7146b0b29ce18c697e451cb73c93512fbe955eb71

Aliases

arxiv: 2401.16720 · arxiv_version: 2401.16720v1 · doi: 10.48550/arxiv.2401.16720 · pith_short_12: MEW3YIIID7KL · pith_short_16: MEW3YIIID7KLRKBU · pith_short_8: MEW3YIII

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/MEW3YIIID7KLRKBUCLDRI2YLFH \
  | 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: 612dbc21081fd4b8a83412c7146b0b29ce18c697e451cb73c93512fbe955eb71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "74bccdf4611ee2033be6ba5a20a89f21f434027477b04ae3d3e149e835e26413",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-30T03:34:27Z",
    "title_canon_sha256": "ef67135018bed6e9abbdd3a5ecfa765313559437bf5c7bced4b3cfee0704614f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.16720",
    "kind": "arxiv",
    "version": 1
  }
}