Pith Number

pith:MTBHPU7N

pith:2025:MTBHPU7NMFO7UOM4YL7W4BIJWH

not attested not anchored not stored refs pending

Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff

Bhuwan Dhingra, Maximilian Holsman, Yukun Huang

arxiv:2502.20704 v4 · 2025-02-28 · 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{MTBHPU7NMFO7UOM4YL7W4BIJWH}

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

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges

Receipt and verification

First computed	2026-07-05T11:14:54.770676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64c277d3ed615dfa399cc2ff6e0509b1e9ef75da005f1ce20c3aeea05e356c4d

Aliases

arxiv: 2502.20704 · arxiv_version: 2502.20704v4 · doi: 10.48550/arxiv.2502.20704 · pith_short_12: MTBHPU7NMFO7 · pith_short_16: MTBHPU7NMFO7UOM4 · pith_short_8: MTBHPU7N

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/MTBHPU7NMFO7UOM4YL7W4BIJWH \
  | 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: 64c277d3ed615dfa399cc2ff6e0509b1e9ef75da005f1ce20c3aeea05e356c4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9bf6dce1e4eafcb589c86b1839c1df09d857034281d6a1afd4714197ee06f400",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-28T04:25:42Z",
    "title_canon_sha256": "ff602332861ebd3fbd7e0a1d67da074faa5a6d8d938809dd1ce685a6e7880689"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20704",
    "kind": "arxiv",
    "version": 4
  }
}