Pith Number

pith:HFWIRGU2

pith:2024:HFWIRGU25HV6VQ54VLJD37DQ44

not attested not anchored not stored refs pending

Optimized Multi-Token Joint Decoding with Auxiliary Model for LLM Inference

Jason Cong, Neha Prakriya, Yizhou Sun, Zifan He, Ziniu Hu, Zongyue Qin

arxiv:2407.09722 v4 · 2024-07-12 · 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{HFWIRGU25HV6VQ54VLJD37DQ44}

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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

ConFu: Contemplate the Future for Better Speculative Sampling

CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration

Receipt and verification

First computed	2026-07-05T10:46:55.840915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

396c889a9ae9ebeac3bcaad23dfc70e73551a3a0e6e56c3cf614ece36fd6f758

Aliases

arxiv: 2407.09722 · arxiv_version: 2407.09722v4 · doi: 10.48550/arxiv.2407.09722 · pith_short_12: HFWIRGU25HV6 · pith_short_16: HFWIRGU25HV6VQ54 · pith_short_8: HFWIRGU2

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/HFWIRGU25HV6VQ54VLJD37DQ44 \
  | 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: 396c889a9ae9ebeac3bcaad23dfc70e73551a3a0e6e56c3cf614ece36fd6f758

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c42310b5341f59a4134af0d3aabecfe82e9aa6828185e6d3780f0142fe50df7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-12T23:29:54Z",
    "title_canon_sha256": "4f30f4f5b2caed8e0e7f93c48f7cac6f5645ef4e28b6064a4cfcfef182ae8d1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.09722",
    "kind": "arxiv",
    "version": 4
  }
}