Pith Number

pith:FYXJAW7F

pith:2025:FYXJAW7FMY7FYZPLGVPYXBRFVL

not attested not anchored not stored refs pending

Parallel Decoder Transformer: Planner-Conditioned Latent Coordination for Model-Intrinsic Parallel Generation

Logan Robbins

arxiv:2512.10054 v3 · 2025-12-10 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FYXJAW7FMY7FYZPLGVPYXBRFVL}

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.

Receipt and verification

First computed	2026-07-21T01:20:40.801694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e2e905be5663e5c65eb355f8b8625aadf8a2775d1bf9fc80bcf793f0b5a24a0

Aliases

arxiv: 2512.10054 · arxiv_version: 2512.10054v3 · doi: 10.48550/arxiv.2512.10054 · pith_short_12: FYXJAW7FMY7F · pith_short_16: FYXJAW7FMY7FYZPL · pith_short_8: FYXJAW7F

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/FYXJAW7FMY7FYZPLGVPYXBRFVL \
  | 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: 2e2e905be5663e5c65eb355f8b8625aadf8a2775d1bf9fc80bcf793f0b5a24a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c2b768d0f5b7257ef7ceea05dc8e2ccc482121b2d29e26c460b740fd9f6139d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-12-10T20:19:10Z",
    "title_canon_sha256": "f718f7ec5f7723fb9e173c17bf16ff443d953e9391812b0e4cd8f958a938fe88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.10054",
    "kind": "arxiv",
    "version": 3
  }
}