Pith Number

pith:2N2K5QWV

pith:2020:2N2K5QWVIW3A52BTCQ5DLTT536

not attested not anchored not stored refs pending

Better Aggregation in Test-Time Augmentation

Davis Blalock, Divya Shanmugam, Guha Balakrishnan, John Guttag

arxiv:2011.11156 v2 · 2020-11-23 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2N2K5QWVIW3A52BTCQ5DLTT536}

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

3 papers in Pith

UTOPYA: A Multimodal Deep Learning Framework for Physics-Informed Anomaly Detection and Time-Series Prediction

Semantic Segmentation for Histopathology using Learned Regularization based on Global Proportions

Beyond One-Size-Fits-All: Adaptive Test-Time Augmentation for Sequential Recommendation

Receipt and verification

First computed	2026-07-05T03:21:40.842358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d374aec2d545b60ee833143a35ce7ddfb2d5492320e6bee804ba56f3f88b67f1

Aliases

arxiv: 2011.11156 · arxiv_version: 2011.11156v2 · doi: 10.48550/arxiv.2011.11156 · pith_short_12: 2N2K5QWVIW3A · pith_short_16: 2N2K5QWVIW3A52BT · pith_short_8: 2N2K5QWV

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/2N2K5QWVIW3A52BTCQ5DLTT536 \
  | 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: d374aec2d545b60ee833143a35ce7ddfb2d5492320e6bee804ba56f3f88b67f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96e4fa7a8295a7b5675d7fef33ce1e6e30ecaa7d4aa9a6bfe77ab3f6b3997617",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2020-11-23T00:46:00Z",
    "title_canon_sha256": "4e473416c5e1f6cc2cdef7409fcbc08f6c7b6dd4994cc668e3d860223f0fb0cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.11156",
    "kind": "arxiv",
    "version": 2
  }
}