Pith Number

pith:VE4MLESY

pith:2025:VE4MLESY6PFXGGH7JVIUBUVH4B

not attested not anchored not stored refs pending

Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Baohao Liao, Caiming Xiong, Christof Monz, Doyen Sahoo, HanZe Dong, Junnan Li, Silvio Savarese, Yuhui Xu

arxiv:2501.19324 v3 · 2025-01-31 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VE4MLESY6PFXGGH7JVIUBUVH4B}

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

14 papers in Pith

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning

Receipt and verification

First computed	2026-07-05T11:27:23.763810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a938c59258f3cb7318ff4d5140d2a7e041c3294e8e15f54ff0380e8c29275319

Aliases

arxiv: 2501.19324 · arxiv_version: 2501.19324v3 · doi: 10.48550/arxiv.2501.19324 · pith_short_12: VE4MLESY6PFX · pith_short_16: VE4MLESY6PFXGGH7 · pith_short_8: VE4MLESY

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/VE4MLESY6PFXGGH7JVIUBUVH4B \
  | 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: a938c59258f3cb7318ff4d5140d2a7e041c3294e8e15f54ff0380e8c29275319

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34e90a4325f072689909425498170f533fd4aea627ca74ec505492f943b250a7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-31T17:19:57Z",
    "title_canon_sha256": "db575acf30e99ae7390268d1bd0c381a380a5e5cbe88f810f2fd1e508663ebb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19324",
    "kind": "arxiv",
    "version": 3
  }
}