Pith Number

pith:CGKE6JJU

pith:2024:CGKE6JJU743TLXOEPNUDLKJD5Q

not attested not anchored not stored refs pending

Beyond Efficiency: A Systematic Survey of Resource-Efficient Large Language Models

Carl Yang, Chen Ling, Guangji Bai, Jiaying Lu, Liang Zhao, Mengdan Zhu, Nan Zhang, Shiyu Wang, Tingwei Shi, Xinyuan Song, Yifei Zhang, Yue Cheng, Zheng Chai, Ziyang Yu

arxiv:2401.00625 v4 · 2024-01-01 · cs.LG

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\usepackage{pith}
\pithnumber{CGKE6JJU743TLXOEPNUDLKJD5Q}

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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

13 papers in Pith

Unifying Data, Memory, and Compute Efficiency in LLM training: A Survey

EinSort: Sorting is All We Need for Tensorizing LLM

MorphoQuant: Modality-Aware Quantization for Omni-modal Large Language Models

When AI Reviews Its Own Code: Recursive Self-Training Collapse in Code LLMs

Revisiting the Effectiveness of LLM Pruning for Test-Time Scaling

Receipt and verification

First computed	2026-07-05T09:55:07.750907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11944f2534ff3735ddc47b6835a923ec1e362573d333890e141c531d27eb4797

Aliases

arxiv: 2401.00625 · arxiv_version: 2401.00625v4 · doi: 10.48550/arxiv.2401.00625 · pith_short_12: CGKE6JJU743T · pith_short_16: CGKE6JJU743TLXOE · pith_short_8: CGKE6JJU

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/CGKE6JJU743TLXOEPNUDLKJD5Q \
  | 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: 11944f2534ff3735ddc47b6835a923ec1e362573d333890e141c531d27eb4797

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56a516fdf2723f707f8249694ca73ea5622cdb8ab27b5417d6f383d3ed3a8f88",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-01T01:12:42Z",
    "title_canon_sha256": "b9c65efc173beab86eab21ef41df90baaad3733143d86fa6269656e6010557de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.00625",
    "kind": "arxiv",
    "version": 4
  }
}