Pith Number

pith:WF7VBPRV

pith:2024:WF7VBPRV6KQ4N7FLAT73KCJERL

not attested not anchored not stored refs pending

BASS: Batched Attention-optimized Speculative Sampling

Anoop Deoras, Haifeng Qian, Mingyue Shang, Ramesh Nallapati, Sanjay Krishna Gouda, Sudipta Sengupta, Sujan Kumar Gonugondla, Sungsoo Ha, Xiaofei Ma

arxiv:2404.15778 v2 · 2024-04-24 · cs.LG · 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{WF7VBPRV6KQ4N7FLAT73KCJERL}

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

Closer Look at Efficient Inference Methods: A Survey of Speculative Decoding

Receipt and verification

First computed	2026-07-05T08:37:06.877094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b17f50be35f2a1c6fcab04ffb509248ac23aedbc73caa76e8911ed969c1e4cf1

Aliases

arxiv: 2404.15778 · arxiv_version: 2404.15778v2 · doi: 10.48550/arxiv.2404.15778 · pith_short_12: WF7VBPRV6KQ4 · pith_short_16: WF7VBPRV6KQ4N7FL · pith_short_8: WF7VBPRV

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/WF7VBPRV6KQ4N7FLAT73KCJERL \
  | 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: b17f50be35f2a1c6fcab04ffb509248ac23aedbc73caa76e8911ed969c1e4cf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d94efda89e460e2c8484ab7e57551c5eeefc29ade7ef8994ddf90f123a6b52a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-24T09:57:11Z",
    "title_canon_sha256": "a565980bd3b0b44afde7d7ea45f99e6de2b7e3860ccc2fa210f9991e0e6bf68c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.15778",
    "kind": "arxiv",
    "version": 2
  }
}