Pith Number

pith:IU6SPDDM

pith:2021:IU6SPDDMSRI4D7RLSKQTIIRF5J

not attested not anchored not stored refs pending

Transformers for prompt-level EMA non-response prediction

Alexander Moreno, Cho Lam, David W. Wetter, Inbal Nahum-Shani, James M. Rehg, Jamie Yap, Neng Wan, Santosh Kumar, Soujanya Chatterjee, Stephanie M. Carpenter, Steven Lloyd Lizotte, Supriya Nagesh

arxiv:2111.01193 v1 · 2021-11-01 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IU6SPDDMSRI4D7RLSKQTIIRF5J}

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	2026-07-05T03:44:25.978108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

453d278c6c9451c1fe2b92a1342225ea63ce01b6dc7506b0fa0f3f459831970d

Aliases

arxiv: 2111.01193 · arxiv_version: 2111.01193v1 · doi: 10.48550/arxiv.2111.01193 · pith_short_12: IU6SPDDMSRI4 · pith_short_16: IU6SPDDMSRI4D7RL · pith_short_8: IU6SPDDM

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/IU6SPDDMSRI4D7RLSKQTIIRF5J \
  | 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: 453d278c6c9451c1fe2b92a1342225ea63ce01b6dc7506b0fa0f3f459831970d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f9901997b31ce3818488ac9c09043d34d9bd1a1e98ca45383e1b422fc6df043",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-11-01T18:38:47Z",
    "title_canon_sha256": "eef1966ce06ec4e059a27fc9827d857a50b6546e7ff3fbff0021f6845784c73c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.01193",
    "kind": "arxiv",
    "version": 1
  }
}