Pith Number

pith:DJ54WUDO

pith:2025:DJ54WUDOUTKF3J3RNDUDBKZ7BV

not attested not anchored not stored refs pending

Exploring Pseudo-Token Approaches in Transformer Neural Processes

Fengzhe Zhang, Jose Lara-Rangel, Nanze Chen

arxiv:2504.14416 v1 · 2025-04-19 · 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{DJ54WUDOUTKF3J3RNDUDBKZ7BV}

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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

2 papers in Pith

Neural Operator Processes for Probabilistic Operator Learning under Partial Observations

Efficient Autoregressive Inference for Transformer Probabilistic Models

Receipt and verification

First computed	2026-07-05T10:51:42.854853Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a7bcb506ea4d45da77168e830ab3f0d5dba60c5e23134c5839f3fc3708314e9

Aliases

arxiv: 2504.14416 · arxiv_version: 2504.14416v1 · doi: 10.48550/arxiv.2504.14416 · pith_short_12: DJ54WUDOUTKF · pith_short_16: DJ54WUDOUTKF3J3R · pith_short_8: DJ54WUDO

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/DJ54WUDOUTKF3J3RNDUDBKZ7BV \
  | 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: 1a7bcb506ea4d45da77168e830ab3f0d5dba60c5e23134c5839f3fc3708314e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "676ac5e8d622098ebbd2f2072e39bc165b567554ca82dada7e42489fbe981613",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-19T22:47:59Z",
    "title_canon_sha256": "d56c51ed555aeb9a2ab8b8345869f85e32eaa4d00c63538f15c8fca43f7f77e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.14416",
    "kind": "arxiv",
    "version": 1
  }
}