Pith Number

pith:L6AZOPSI

pith:2024:L6AZOPSI3PY66ED5YJ7WIWJZUL

not attested not anchored not stored refs pending

3-in-1: 2D Rotary Adaptation for Efficient Finetuning, Efficient Batching and Composability

Baohao Liao, Christof Monz

arxiv:2409.00119 v2 · 2024-08-28 · 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{L6AZOPSI3PY66ED5YJ7WIWJZUL}

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

Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Receipt and verification

First computed	2026-07-05T09:30:20.625294Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f81973e48dbf1ef107dc27f645939a2c13339a9d88e0df384144071d0ed0d2a

Aliases

arxiv: 2409.00119 · arxiv_version: 2409.00119v2 · doi: 10.48550/arxiv.2409.00119 · pith_short_12: L6AZOPSI3PY6 · pith_short_16: L6AZOPSI3PY66ED5 · pith_short_8: L6AZOPSI

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/L6AZOPSI3PY66ED5YJ7WIWJZUL \
  | 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: 5f81973e48dbf1ef107dc27f645939a2c13339a9d88e0df384144071d0ed0d2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a80689fcc8b4d18b93b51da184d9f6d08f21c8e98b78345baf73a7d58d86e0b6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-28T08:45:29Z",
    "title_canon_sha256": "fca016cd0c879e3fb816389919669213e25daf95f57f949ed1abc912defed6f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.00119",
    "kind": "arxiv",
    "version": 2
  }
}