Pith Number

pith:3JWRBUKC

pith:2018:3JWRBUKCIISARSAO6QDNZIM2QL

not attested not anchored not stored refs pending

Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement

Elman Mansimov, Jason Lee, Kyunghyun Cho

arxiv:1802.06901 v3 · 2018-02-19 · cs.LG · cs.CL · stat.ML

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

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

Continuous diffusion for categorical data

Flow Map Language Models: One-step Language Modeling via Continuous Denoising

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities

One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models

Receipt and verification

First computed	2026-05-18T00:07:10.678449Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da6d10d142422408c80ef406dca19a82f30163b62bf216d26e758216f6d02d85

Aliases

arxiv: 1802.06901 · arxiv_version: 1802.06901v3 · doi: 10.48550/arxiv.1802.06901 · pith_short_12: 3JWRBUKCIISA · pith_short_16: 3JWRBUKCIISARSAO · pith_short_8: 3JWRBUKC

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/3JWRBUKCIISARSAO6QDNZIM2QL \
  | 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: da6d10d142422408c80ef406dca19a82f30163b62bf216d26e758216f6d02d85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c092ee734e2d7c63cfc082ceec4fd3078627beb04ace4261bf649ad450ee8e3",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-19T22:57:54Z",
    "title_canon_sha256": "c065d93531161b6d82f991f95b7aca55438c235a754ca1a9448be0617567b2b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.06901",
    "kind": "arxiv",
    "version": 3
  }
}