Pith Number

pith:DYHHTR7P

pith:2024:DYHHTR7PCPDCBJUUJTHGMRQFYN

not attested not anchored not stored refs pending

KOALA: Enhancing Speculative Decoding for LLM via Multi-Layer Draft Heads with Adversarial Learning

Jing Zhao, Kaiqi Zhang, Rui Chen

arxiv:2408.08146 v1 · 2024-08-15 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DYHHTR7PCPDCBJUUJTHGMRQFYN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

FlexDraft: Flexible Speculative Decoding via Attention Tuning and Bonus-Guided Calibration

Receipt and verification

First computed	2026-07-05T08:55:45.058219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e0e79c7ef13c620a6944cce664605c379e2131a0a08c358dd2bc936e3af19bd

Aliases

arxiv: 2408.08146 · arxiv_version: 2408.08146v1 · doi: 10.48550/arxiv.2408.08146 · pith_short_12: DYHHTR7PCPDC · pith_short_16: DYHHTR7PCPDCBJUU · pith_short_8: DYHHTR7P

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/DYHHTR7PCPDCBJUUJTHGMRQFYN \
  | 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: 1e0e79c7ef13c620a6944cce664605c379e2131a0a08c358dd2bc936e3af19bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7efd15619dc8eae65140963f5363a1e0630303af710853cb7f6b3f07b78cf48b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-15T13:29:48Z",
    "title_canon_sha256": "cc8306f8d9df71c47889c7026ae4b7e188332cfdbc0562187f7d2caa0b429381"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08146",
    "kind": "arxiv",
    "version": 1
  }
}