Pith Number

pith:NKRJTWSW

pith:2022:NKRJTWSWVDW47G5564BAFUU6ST

not attested not anchored not stored refs pending

Transformer Neural Processes: Uncertainty-Aware Meta Learning Via Sequence Modeling

Aditya Grover, Tung Nguyen

arxiv:2207.04179 v2 · 2022-07-09 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NKRJTWSWVDW47G5564BAFUU6ST}

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.

Cited by

8 papers in Pith

PRIM: Meta-Learned Bayesian Root Cause Analysis

Revisiting Neural Processes via Fourier Transform and Volterra Series

Transformer Neural Processes - Kernel Regression

PRIM: Meta-Learned Bayesian Root Cause Analysis

Scalable Spatiotemporal Inference with Biased Scan Attention Transformer Neural Processes

Receipt and verification

First computed	2026-07-05T05:39:52.118362Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6aa299da56a8edcf9bbdf70202d29e94e79d3bc900d51f0c7f5a109368409123

Aliases

arxiv: 2207.04179 · arxiv_version: 2207.04179v2 · doi: 10.48550/arxiv.2207.04179 · pith_short_12: NKRJTWSWVDW4 · pith_short_16: NKRJTWSWVDW47G55 · pith_short_8: NKRJTWSW

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/NKRJTWSWVDW47G5564BAFUU6ST \
  | 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: 6aa299da56a8edcf9bbdf70202d29e94e79d3bc900d51f0c7f5a109368409123

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3aeb355381a7c439249dd4bfcf81a309e56b32c71a12aad38a70d386195eeb5c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-09T02:28:58Z",
    "title_canon_sha256": "5bdb764378b9ff49ae4d607da27fefad26c383408e8265d1e88d93b409e1b7e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.04179",
    "kind": "arxiv",
    "version": 2
  }
}