Pith Number

pith:C5UDTX2U

pith:2024:C5UDTX2UOVYRXS7FBCUJYKBSCS

not attested not anchored not stored refs pending

The N-Grammys: Accelerating Autoregressive Inference with Learning-Free Batched Speculation

Lawrence Stewart (SIERRA), Matthew Trager, Stefano Soatto (UCLA-CS), Sujan Kumar Gonugondla

arxiv:2411.03786 v1 · 2024-11-06 · 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{C5UDTX2UOVYRXS7FBCUJYKBSCS}

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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

EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts

Receipt and verification

First computed	2026-07-05T09:31:56.029037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

176839df5475711bcbe508a89c283214b8e3bb47380d3f5267215bfa7dbc65ac

Aliases

arxiv: 2411.03786 · arxiv_version: 2411.03786v1 · doi: 10.48550/arxiv.2411.03786 · pith_short_12: C5UDTX2UOVYR · pith_short_16: C5UDTX2UOVYRXS7F · pith_short_8: C5UDTX2U

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/C5UDTX2UOVYRXS7FBCUJYKBSCS \
  | 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: 176839df5475711bcbe508a89c283214b8e3bb47380d3f5267215bfa7dbc65ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c360f4148777f79fe572f383ca9b6c00fd1c506b675f4b9f732c6e84ab9879f6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-06T09:23:50Z",
    "title_canon_sha256": "de1506c67e2cdc5dc63c41a1c42a260605a5636d2f7c70d86a0d94ed761720c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.03786",
    "kind": "arxiv",
    "version": 1
  }
}