Pith Number

pith:BH3FRQRZ

pith:2021:BH3FRQRZKDSTNQLS4JY4OZCYXN

not attested not anchored not stored refs pending

Uncertainty-Aware Multiple Instance Learning from Large-Scale Long Time Series Data

Daniel E. Krutz, Deep Shankar Pandey, Qi Yu, Weishi Shi, Xiaofan Que, Yang Liu, Yuansheng Zhu

arxiv:2111.08625 v3 · 2021-11-16 · 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{BH3FRQRZKDSTNQLS4JY4OZCYXN}

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.

Receipt and verification

First computed	2026-07-05T03:33:51.790090Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09f658c23950e536c172e271c76458bb67fde444c380aec5d716dee328a33b7a

Aliases

arxiv: 2111.08625 · arxiv_version: 2111.08625v3 · doi: 10.48550/arxiv.2111.08625 · pith_short_12: BH3FRQRZKDST · pith_short_16: BH3FRQRZKDSTNQLS · pith_short_8: BH3FRQRZ

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/BH3FRQRZKDSTNQLS4JY4OZCYXN \
  | 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: 09f658c23950e536c172e271c76458bb67fde444c380aec5d716dee328a33b7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9bf89139592c1107b14dff6ab35bb8c7243e44e6b2e543a952d7534b99ba845b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-11-16T17:09:02Z",
    "title_canon_sha256": "8b32b912c4a3daf8a7de21481921f12bbecb34cf665e0a69c7414707923d25be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.08625",
    "kind": "arxiv",
    "version": 3
  }
}