Pith Number

pith:SNFQBTXQ

pith:2024:SNFQBTXQZE7CNHQXLOFUQAJWEF

not attested not anchored not stored refs pending

Discovering the Gems in Early Layers: Accelerating Long-Context LLMs with 1000x Input Token Reduction

Shafiq Joty, Xuan-Phi Nguyen, Yifei Ming, Yingyu Liang, Zhenmei Shi

arxiv:2409.17422 v1 · 2024-09-25 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{SNFQBTXQZE7CNHQXLOFUQAJWEF}

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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

5 papers in Pith

TokenMizer: Graph-Structured Session Memory for Long-Horizon LLM Context Management

Coverage-Driven KV Cache Eviction for Efficient and Improved Inference of LLM

FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acceleration

Correctness-Aware Repository Filtering Under Maximum Effective Context Window Constraints

StructKV: Preserving the Structural Skeleton for Scalable Long-Context Inference

Receipt and verification

First computed	2026-07-05T09:11:53.599293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

934b00cef0c93e269e175b8b480136216f7cc8d3b8f8eb6bf4d304f09ea75ff9

Aliases

arxiv: 2409.17422 · arxiv_version: 2409.17422v1 · doi: 10.48550/arxiv.2409.17422 · pith_short_12: SNFQBTXQZE7C · pith_short_16: SNFQBTXQZE7CNHQX · pith_short_8: SNFQBTXQ

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/SNFQBTXQZE7CNHQXLOFUQAJWEF \
  | 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: 934b00cef0c93e269e175b8b480136216f7cc8d3b8f8eb6bf4d304f09ea75ff9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52de0854855751fa68f7cb4cb56cff5e1ce37d0e2df9153da485a28fb865d5b7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-25T23:14:47Z",
    "title_canon_sha256": "ba6b8cedf9528aa37fa6c23095adaacfbdc49a8c53fcfbb29e2dd8f47652e04d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17422",
    "kind": "arxiv",
    "version": 1
  }
}