Pith Number

pith:4KJPN6ET

pith:2025:4KJPN6ET3OUGDF6PVTXWCVE2KL

not attested not anchored not stored refs pending

Theoretical Benefit and Limitation of Diffusion Language Model

Di He, Guhao Feng, Jian Guan, Liwei Wang, Wei Wu, Yihan Geng

arxiv:2502.09622 v2 · 2025-02-13 · cs.LG · cs.AI · cs.CL · 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{4KJPN6ET3OUGDF6PVTXWCVE2KL}

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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

4 papers in Pith

CreditDecoding: Accelerating Parallel Decoding in Diffusion Large Language Models with Trace Credit

Differences in Text Generated by Diffusion and Autoregressive Language Models

Towards Faster Language Model Inference Using Mixture-of-Experts Flow Matching

Stability-Weighted Decoding for Diffusion Language Models

Receipt and verification

First computed	2026-07-05T11:18:17.999360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e292f6f893dba86197cfacef61549a52eada64092263304b7b11987c8c9137cb

Aliases

arxiv: 2502.09622 · arxiv_version: 2502.09622v2 · doi: 10.48550/arxiv.2502.09622 · pith_short_12: 4KJPN6ET3OUG · pith_short_16: 4KJPN6ET3OUGDF6P · pith_short_8: 4KJPN6ET

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/4KJPN6ET3OUGDF6PVTXWCVE2KL \
  | 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: e292f6f893dba86197cfacef61549a52eada64092263304b7b11987c8c9137cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98103fc7594f78fd2346081e1221bc3a89324fb8440e1d120debd8159e001fbe",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-13T18:59:47Z",
    "title_canon_sha256": "41f5082257f5696d90fd4c541e6e8703612f3f2eba6d21b130347d5453f58e35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09622",
    "kind": "arxiv",
    "version": 2
  }
}