Pith Number

pith:4W5Q324P

pith:2018:4W5Q324PYZ5SKP6QAWGEZKDPW2

not attested not anchored not stored refs pending

Understanding and Improving Recurrent Networks for Human Activity Recognition by Continuous Attention

Haoxiang Gao, Helge Langseth, Ian Lane, Ming Zeng, Ole J. Mengshoel, Tong Yu, Xiaobing Liu

arxiv:1810.04038 v1 · 2018-10-07 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4W5Q324PYZ5SKP6QAWGEZKDPW2}

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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.

Receipt and verification

First computed	2026-05-18T00:03:44.024703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5bb0deb8fc67b253fd0058c4ca86fb6a678a74c8b983439c6cc8f290c1a6289

Aliases

arxiv: 1810.04038 · arxiv_version: 1810.04038v1 · doi: 10.48550/arxiv.1810.04038 · pith_short_12: 4W5Q324PYZ5S · pith_short_16: 4W5Q324PYZ5SKP6Q · pith_short_8: 4W5Q324P

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/4W5Q324PYZ5SKP6QAWGEZKDPW2 \
  | 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: e5bb0deb8fc67b253fd0058c4ca86fb6a678a74c8b983439c6cc8f290c1a6289

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfe0c80269dfdd0ac98efe901a63a1fc82de8826542da4b84d2b3f4f44603848",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-07T21:24:19Z",
    "title_canon_sha256": "aede95fa5eec9fc4280aead34d450aa964d70b60f8ff8caeaeb79ab4de01977f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.04038",
    "kind": "arxiv",
    "version": 1
  }
}