Pith Number

pith:4TUTXETL

pith:2025:4TUTXETLB57OB27HD4KX3IV7PY

not attested not anchored not stored refs pending

Loopholing Discrete Diffusion: Deterministic Bypass of the Sampling Wall

Caglar Gulcehre, Jaesik Yoon, Justin Deschenaux, Mingyu Jo, Sungjin Ahn

arxiv:2510.19304 v3 · 2025-10-22 · 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{4TUTXETLB57OB27HD4KX3IV7PY}

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

2 papers in Pith

Learned Relay Representations for Forward-Thinking Discrete Diffusion Models

Simple Self-Conditioning Adaptation for Masked Diffusion Models

Receipt and verification

First computed	2026-05-18T03:09:33.753138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4e93b926b0f7ee0ebe71f157da2bf7e3833ef39495d31dd78afe49b388f3fe9

Aliases

arxiv: 2510.19304 · arxiv_version: 2510.19304v3 · doi: 10.48550/arxiv.2510.19304 · pith_short_12: 4TUTXETLB57O · pith_short_16: 4TUTXETLB57OB27H · pith_short_8: 4TUTXETL

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/4TUTXETLB57OB27HD4KX3IV7PY \
  | 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: e4e93b926b0f7ee0ebe71f157da2bf7e3833ef39495d31dd78afe49b388f3fe9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4da70eba6f193ef552a5b1960139b4d014aeddd19f55427637119dfcaa0b9f2d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-22T07:08:47Z",
    "title_canon_sha256": "cdb995384dca4acaf1e56c4c2963a68f4215b3327f6a645c44a01d40fde622b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.19304",
    "kind": "arxiv",
    "version": 3
  }
}