Pith Number

pith:LYCJNP7C

pith:2018:LYCJNP7CW3N2EDWT53WBWBDL44

not attested not anchored not stored refs pending

Uncertainty-Aware Attention for Reliable Interpretation and Prediction

Eunho Yang, Hae Beom Lee, Jay Heo, Juho Lee, Kwang Joon Kim, Saehoon Kim, Sung Ju Hwang

arxiv:1805.09653 v1 · 2018-05-24 · stat.ML · cs.AI · 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{LYCJNP7CW3N2EDWT53WBWBDL44}

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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

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

Receipt and verification

First computed	2026-07-05T01:08:57.915615Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e0496bfe2b6dba20ed3eeec1b046be71a9c1cc5c427c50a2113fa2f52d2adc5

Aliases

arxiv: 1805.09653 · arxiv_version: 1805.09653v1 · doi: 10.48550/arxiv.1805.09653 · pith_short_12: LYCJNP7CW3N2 · pith_short_16: LYCJNP7CW3N2EDWT · pith_short_8: LYCJNP7C

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/LYCJNP7CW3N2EDWT53WBWBDL44 \
  | 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: 5e0496bfe2b6dba20ed3eeec1b046be71a9c1cc5c427c50a2113fa2f52d2adc5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d219bb6f966a90b46bc8e54f880c992569420905750e2f3033245cbecd5f1e37",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-05-24T13:17:08Z",
    "title_canon_sha256": "582c01f803db718fb6f9c8049c7b073a6d7ff654d644dff9b34303aa6ed71caa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.09653",
    "kind": "arxiv",
    "version": 1
  }
}