Pith Number

pith:KKDT3IA7

pith:2023:KKDT3IA7IZHCK2VNFDABBTOZ7H

not attested not anchored not stored refs pending

Efficient Large Language Models: A Survey

Che Liu, Jiachen Liu, Mi Zhang, Mosharaf Chowdhury, Quanlu Zhang, Samiul Alam, Shen Yan, Xin Wang, Yi Zhu, Yu Zheng, Zhongnan Qu, Zhongwei Wan

arxiv:2312.03863 v4 · 2023-12-06 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{KKDT3IA7IZHCK2VNFDABBTOZ7H}

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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

28 papers in Pith

What to Keep, What to Forget: A Rate--Distortion View of Memory Compaction in LLMs and Agents

Safe Autoregressive Image Generation with Iterative Self-Improving Codebooks

Recency/Frequency Adaptive KV Caching for Large Language Model Serving

Dynamic Linear Attention

Evaluation of ML Resource Utilization Requires Model Life Cycle Assessment

Receipt and verification

First computed	2026-07-05T08:21:45.334688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52873da01f464e256aad28c010cdd9f9c89c782a27c74158d388529668d90439

Aliases

arxiv: 2312.03863 · arxiv_version: 2312.03863v4 · doi: 10.48550/arxiv.2312.03863 · pith_short_12: KKDT3IA7IZHC · pith_short_16: KKDT3IA7IZHCK2VN · pith_short_8: KKDT3IA7

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/KKDT3IA7IZHCK2VNFDABBTOZ7H \
  | 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: 52873da01f464e256aad28c010cdd9f9c89c782a27c74158d388529668d90439

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6fcf553001f8ef9d528497763f31c189ce0846a47f2bc08ddb4ce3b761e8ccd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-06T19:18:42Z",
    "title_canon_sha256": "2ea3e3ebc8ba53243c4b9ab7ce9fd82e7c5bc582f4f396cc120d6f24e160d065"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03863",
    "kind": "arxiv",
    "version": 4
  }
}