Pith Number

pith:TGFNDEK2

pith:2025:TGFNDEK2A3UTPHY5UAMGHBEK4M

not attested not anchored not stored refs pending

Train for the Worst, Plan for the Best: Understanding Token Ordering in Masked Diffusions

Jaeyeon Kim, Kulin Shah, Sham Kakade, Sitan Chen, Vasilis Kontonis

arxiv:2502.06768 v3 · 2025-02-10 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TGFNDEK2A3UTPHY5UAMGHBEK4M}

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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

21 papers in Pith

Posterior Refinement: Fast Language Generation via Any-Order Flow Maps

HERALD: High-Throughput Block Diffusion LLM Serving via CPU-GPU Cooperative KV Cache Retrieval

VoidPadding: Let [VOID] Handle Padding in Masked Diffusion Language Models so that [EOS] Can Focus on Semantic Termination

Set Diffusion: Interpolating Token Orderings Between Autoregression and Diffusion for Fast and Flexible Decoding

Greedy Coordinate Diffusion: Effective and Semantically Coherent Adversarial Attacks via Diffusion Guidance

Receipt and verification

First computed	2026-07-05T11:56:17.507994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

998ad1915a06e9379f1da01863848ae32f1a1807aa232fe8861deff96f96e3a9

Aliases

arxiv: 2502.06768 · arxiv_version: 2502.06768v3 · doi: 10.48550/arxiv.2502.06768 · pith_short_12: TGFNDEK2A3UT · pith_short_16: TGFNDEK2A3UTPHY5 · pith_short_8: TGFNDEK2

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/TGFNDEK2A3UTPHY5UAMGHBEK4M \
  | 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: 998ad1915a06e9379f1da01863848ae32f1a1807aa232fe8861deff96f96e3a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d8e3cda55295e3c33be635ea6466c9d3e6402606b8d36a56c3ebe2e0b7f83ca",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T18:47:21Z",
    "title_canon_sha256": "7df59d63381ed1ccf87592d6f24c434ee0b5685a47d586bc0104055bab19b27e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06768",
    "kind": "arxiv",
    "version": 3
  }
}