Pith Number

pith:ISOJZDKW

pith:2019:ISOJZDKWLDE6YWZ24QR6E75DO4

not attested not anchored not stored refs pending

Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement

Herke van Hoof, Max Welling, Wouter Kool

arxiv:1903.06059 v2 · 2019-03-14 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ISOJZDKWLDE6YWZ24QR6E75DO4}

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

Efficient Test-Time Inference via Deterministic Exploration of Truncated Decoding Trees

Receipt and verification

First computed	2026-05-17T23:44:42.392187Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

449c9c8d5658c9ec5b3ae423e27fa3772761c0b739c5ad7419ac80468dcfc1c8

Aliases

arxiv: 1903.06059 · arxiv_version: 1903.06059v2 · doi: 10.48550/arxiv.1903.06059 · pith_short_12: ISOJZDKWLDE6 · pith_short_16: ISOJZDKWLDE6YWZ2 · pith_short_8: ISOJZDKW

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/ISOJZDKWLDE6YWZ24QR6E75DO4 \
  | 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: 449c9c8d5658c9ec5b3ae423e27fa3772761c0b739c5ad7419ac80468dcfc1c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2edb653cec54c0495b37a409e2d4b9d1de7fb7e508ed49e812a63f54f956dae0",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-14T14:56:06Z",
    "title_canon_sha256": "d1dcd317f661a87432ff05b9200e2d662fb50d9a52fbe61151fc3759c0abf706"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.06059",
    "kind": "arxiv",
    "version": 2
  }
}