Pith Number

pith:AGK3UWKV

pith:2024:AGK3UWKV3JZQMEGBF4SCABANVJ

not attested not anchored not stored refs pending

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

Eric Kim, Hyun Ryu

arxiv:2411.13157 v2 · 2024-11-20 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AGK3UWKV3JZQMEGBF4SCABANVJ}

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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

1 paper in Pith

Small Language Models (SLMs) Can Still Pack a Punch: A survey (updated 2026)

Receipt and verification

First computed	2026-07-05T09:41:03.865987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0195ba5955da730610c12f2420040daa42661bc1e84ecff52910541e42cf6628

Aliases

arxiv: 2411.13157 · arxiv_version: 2411.13157v2 · doi: 10.48550/arxiv.2411.13157 · pith_short_12: AGK3UWKV3JZQ · pith_short_16: AGK3UWKV3JZQMEGB · pith_short_8: AGK3UWKV

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/AGK3UWKV3JZQMEGBF4SCABANVJ \
  | 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: 0195ba5955da730610c12f2420040daa42661bc1e84ecff52910541e42cf6628

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f1c2a6cdc1d1eaf34fa162090b91c5c7e56d3a41f1c2e5ac7ec9ac84c253bc3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-20T09:46:30Z",
    "title_canon_sha256": "c12fdf0b25a99472228b7dc289bad4b60bcea314ee8e371d625fc428a088ee60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13157",
    "kind": "arxiv",
    "version": 2
  }
}