Pith Number

pith:NQTVVKAS

pith:2020:NQTVVKASVGVHWBKFWUELCJX3ZQ

not attested not anchored not stored refs pending

Toward Deep Supervised Anomaly Detection: Reinforcement Learning from Partially Labeled Anomaly Data

Anton van den Hengel, Chunhua Shen, Guansong Pang, Longbing Cao

arxiv:2009.06847 v2 · 2020-09-15 · cs.LG · cs.AI · cs.CR · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NQTVVKASVGVHWBKFWUELCJX3ZQ}

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	2026-07-05T02:48:09.567782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c275aa812a9aa7b0545b508b126fbcc2fe34dc5a6f28caaea388b9e90bff272

Aliases

arxiv: 2009.06847 · arxiv_version: 2009.06847v2 · doi: 10.48550/arxiv.2009.06847 · pith_short_12: NQTVVKASVGVH · pith_short_16: NQTVVKASVGVHWBKF · pith_short_8: NQTVVKAS

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/NQTVVKASVGVHWBKFWUELCJX3ZQ \
  | 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: 6c275aa812a9aa7b0545b508b126fbcc2fe34dc5a6f28caaea388b9e90bff272

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd35e36759c10c589ce9ebd65b2cbf7a1b4aeca9732df504e1e61ef23f219254",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-15T03:05:39Z",
    "title_canon_sha256": "7b9ea458b718ce9e69564b38ec79654001e902c3a04ff0fe237ac17322275111"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.06847",
    "kind": "arxiv",
    "version": 2
  }
}