Pith Number

pith:3HX6WGIP

pith:2025:3HX6WGIP46SNWQWNG25DCDRFII

not attested not anchored not stored refs pending

ALFred: An Active Learning Framework for Real-world Semi-supervised Anomaly Detection with Adaptive Thresholds

Armin Danesh Pazho, Ghazal Alinezhad Noghre, Hamed Tabkhi, Shanle Yao

arxiv:2508.09058 v1 · 2025-08-12 · 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{3HX6WGIP46SNWQWNG25DCDRFII}

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

2 papers in Pith

Are Multimodal LLMs Ready for Surveillance? A Reality Check on Zero-Shot Anomaly Detection in the Wild

From Frames to Events: Rethinking Evaluation in Human-Centric Video Anomaly Detection

Receipt and verification

First computed	2026-07-05T11:52:39.116476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9efeb190fe7a4db42cd36ba310e25422bee4d8c4cb227ac2ddead3eb36c21ca

Aliases

arxiv: 2508.09058 · arxiv_version: 2508.09058v1 · doi: 10.48550/arxiv.2508.09058 · pith_short_12: 3HX6WGIP46SN · pith_short_16: 3HX6WGIP46SNWQWN · pith_short_8: 3HX6WGIP

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/3HX6WGIP46SNWQWNG25DCDRFII \
  | 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: d9efeb190fe7a4db42cd36ba310e25422bee4d8c4cb227ac2ddead3eb36c21ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52939ef6e77f38f7d880eb8fb726d21ae533069aa888dcdf9ab6ec4bffda5c25",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-12T16:18:54Z",
    "title_canon_sha256": "75a9a8b8bb231c2ab8378399507c8899cf010af94fcf066ff73c33c7aaffada5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09058",
    "kind": "arxiv",
    "version": 1
  }
}