Pith Number

pith:MI2RH5KW

pith:2022:MI2RH5KWDBFY4DINNO2VNFNPA7

not attested not anchored not stored refs pending

SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control

Sachin Kumar, Xiaochuang Han, Yulia Tsvetkov

arxiv:2210.17432 v2 · 2022-10-31 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{MI2RH5KWDBFY4DINNO2VNFNPA7}

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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

10 papers in Pith

Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding

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

Back on Track: Aligning Rewards and States for Reasoning in Diffusion Large Language Models

Hacking Generative Perplexity: Why Unconditional Text Evaluation Needs Distributional Metrics

Bifocal Diffusion Language Models: Asymmetric Bidirectional Context for Parallel Generation

Receipt and verification

First computed	2026-07-05T06:24:45.341499Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

623513f556184b8e0d0d6bb55695af07d4e89fa33f54b190d4038ea42f973a7c

Aliases

arxiv: 2210.17432 · arxiv_version: 2210.17432v2 · doi: 10.48550/arxiv.2210.17432 · pith_short_12: MI2RH5KWDBFY · pith_short_16: MI2RH5KWDBFY4DIN · pith_short_8: MI2RH5KW

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/MI2RH5KWDBFY4DINNO2VNFNPA7 \
  | 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: 623513f556184b8e0d0d6bb55695af07d4e89fa33f54b190d4038ea42f973a7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef4a7daddd970e41502c8945ae4c9e7bbe77d718ebe54e3207d04d553a8093e0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-31T16:02:00Z",
    "title_canon_sha256": "d30115a7ecb44b7ccff35410fa3abd270998bc0c935b507c9562d24ae238d6c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.17432",
    "kind": "arxiv",
    "version": 2
  }
}