Pith Number

pith:IZCPLANW

pith:2024:IZCPLANW2XBJL7EY56F7ID2FJR

not attested not anchored not stored refs pending

Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling

Dongliang Xu, Qingfu Zhu, Qing Yang, Xianzhen Luo, Xuanyu Zhang, Yixuan Wang, Zhiming Zhang

arxiv:2408.08696 v3 · 2024-08-16 · cs.CL · 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{IZCPLANW2XBJL7EY56F7ID2FJR}

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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

2 papers in Pith

LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match

Receipt and verification

First computed	2026-07-05T11:08:59.355738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4644f581b6d5c295fc98ef8bf40f454c7845e5797d1d116a4e44a5b4b45f84d1

Aliases

arxiv: 2408.08696 · arxiv_version: 2408.08696v3 · doi: 10.48550/arxiv.2408.08696 · pith_short_12: IZCPLANW2XBJ · pith_short_16: IZCPLANW2XBJL7EY · pith_short_8: IZCPLANW

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/IZCPLANW2XBJL7EY56F7ID2FJR \
  | 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: 4644f581b6d5c295fc98ef8bf40f454c7845e5797d1d116a4e44a5b4b45f84d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "284356734d066b21e2e868a475c7e73eb9d8eeb4f75113fcac058029b3da7caa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-16T12:20:56Z",
    "title_canon_sha256": "259875229f14e53f433a63f90712fb380bdd33e98800990c5004ce9c2da69505"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08696",
    "kind": "arxiv",
    "version": 3
  }
}