Pith Number

pith:4BCALDEK

pith:2024:4BCALDEKFOGCLCVVEOG6GYODEA

not attested not anchored not stored refs pending

Puzzle: Distillation-Based NAS for Inference-Optimized LLMs

Akhiad Bercovich, Amnon Geifman, Ehud Karpas, Ido Galil, Ido Shahaf, Itamar Schen, Itay Levy, Izhak Golan, Mohammad Dabbah, Najeeb Nabwani, Nave Assaf, Netanel Haber, Nir Ailon, Omer Ullman Argov, Omri Puny, Oren Tropp, Pavlo Molchanov, Ran El-Yaniv, Ran Rubin, Ran Zilberstein, Roi Koren, Shahar Mor, Talor Abramovich, Tomer Ronen, Yonatan Geifman, Zach Moshe

arxiv:2411.19146 v5 · 2024-11-28 · 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{4BCALDEKFOGCLCVVEOG6GYODEA}

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

3 papers in Pith

Scaling Laws for Task-Specific LLM Distillation

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

NVIDIA Nemotron 3: Efficient and Open Intelligence

Receipt and verification

First computed	2026-07-05T11:14:51.214688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e044058c8a2b8c258ab5238de361c320227dd8e4448df1aaa78e2446dddecf55

Aliases

arxiv: 2411.19146 · arxiv_version: 2411.19146v5 · doi: 10.48550/arxiv.2411.19146 · pith_short_12: 4BCALDEKFOGC · pith_short_16: 4BCALDEKFOGCLCVV · pith_short_8: 4BCALDEK

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/4BCALDEKFOGCLCVVEOG6GYODEA \
  | 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: e044058c8a2b8c258ab5238de361c320227dd8e4448df1aaa78e2446dddecf55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a96461e31295f904514fb4d38b1edc5755df9e731678da6a498ceec0bb96cb27",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-28T13:45:42Z",
    "title_canon_sha256": "298c8a5bb6aca511220512c9a06b775f45b54a872fbf35852d46351427067b46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19146",
    "kind": "arxiv",
    "version": 5
  }
}