Pith Number

pith:IAGFAQZV

pith:2024:IAGFAQZV46ROOYNYHWSQ5F3NAQ

not attested not anchored not stored refs pending

Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs

Christopher Lott, Junyoung Park, Mingu Lee, Mukul Gagrani, Raghavv Goel, Wonseok Jeon

arxiv:2403.00858 v4 · 2024-02-29 · cs.LG · cs.AI · 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{IAGFAQZV46ROOYNYHWSQ5F3NAQ}

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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

3 papers in Pith

Speculative Decoding at Temperature Zero: A Scoped Safety-Invariance Screen with a 48,072-Sample Expansion

JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting

ConFu: Contemplate the Future for Better Speculative Sampling

Receipt and verification

First computed	2026-07-05T08:18:50.267608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

400c504335e7a2e761b83da50e976d043e5ae22da44368d0614e095c8130aea0

Aliases

arxiv: 2403.00858 · arxiv_version: 2403.00858v4 · doi: 10.48550/arxiv.2403.00858 · pith_short_12: IAGFAQZV46RO · pith_short_16: IAGFAQZV46ROOYNY · pith_short_8: IAGFAQZV

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/IAGFAQZV46ROOYNYHWSQ5F3NAQ \
  | 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: 400c504335e7a2e761b83da50e976d043e5ae22da44368d0614e095c8130aea0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14bff0ccecb966c1a0ad76f144b944b5e2518f5e0152d672ab61e4667cc97e56",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-29T19:55:06Z",
    "title_canon_sha256": "e8e8287f166040ac5f6e090408eb7d7f5cd166095701aeab6d8298e28a5f914a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00858",
    "kind": "arxiv",
    "version": 4
  }
}