Pith Number

pith:MUO2X6JQ

pith:2024:MUO2X6JQYNJO3ZQYMQN4M7X6GC

not attested not anchored not stored refs pending

Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference Heterogeneous Transformer

Hiroyasu Iso, Mark van der Laan, Mingduo Zhao, Sky Qiu, Toru Shirakawa, Yi Li, Yulun Wu, Yuxuan Li

arxiv:2404.04399 v2 · 2024-04-05 · stat.ML · cs.AI · cs.LG · stat.AP · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MUO2X6JQYNJO3ZQYMQN4M7X6GC}

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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

1 paper in Pith

Smooth Multi-Policy Causal Effect Estimation in Longitudinal Settings

Receipt and verification

First computed	2026-07-05T11:16:48.880214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

651dabf930c352ede618641bc67efe3091d58e840fe17b94373f06332ec5010c

Aliases

arxiv: 2404.04399 · arxiv_version: 2404.04399v2 · doi: 10.48550/arxiv.2404.04399 · pith_short_12: MUO2X6JQYNJO · pith_short_16: MUO2X6JQYNJO3ZQY · pith_short_8: MUO2X6JQ

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/MUO2X6JQYNJO3ZQYMQN4M7X6GC \
  | 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: 651dabf930c352ede618641bc67efe3091d58e840fe17b94373f06332ec5010c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "befe38fafcb71ebeeb19b239431a806212f1ef2db699dbac8e0595b4cfd403cf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.AP",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-04-05T20:56:15Z",
    "title_canon_sha256": "28facb9fad5d4fdc0f25d3f1cf09ae0b06172ba32f938b235bd87068020e8729"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.04399",
    "kind": "arxiv",
    "version": 2
  }
}