Pith Number

pith:N34SWF5W

pith:2021:N34SWF5WE7K5ON3KJ62PL3A7V5

not attested not anchored not stored refs pending

ReAct: Out-of-distribution Detection With Rectified Activations

Chuan Guo, Yixuan Li, Yiyou Sun

arxiv:2111.12797 v1 · 2021-11-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N34SWF5WE7K5ON3KJ62PL3A7V5}

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

1 paper in Pith

Out-of-Distribution (OOD) Detectors for Open-Set RF Fingerprinting

Receipt and verification

First computed	2026-07-05T03:35:14.762075Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ef92b17b627d5d7376a4fb4f5ec1faf43dc0d8d7035ea8557d075d8520bc92e

Aliases

arxiv: 2111.12797 · arxiv_version: 2111.12797v1 · doi: 10.48550/arxiv.2111.12797 · pith_short_12: N34SWF5WE7K5 · pith_short_16: N34SWF5WE7K5ON3K · pith_short_8: N34SWF5W

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/N34SWF5WE7K5ON3KJ62PL3A7V5 \
  | 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: 6ef92b17b627d5d7376a4fb4f5ec1faf43dc0d8d7035ea8557d075d8520bc92e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b2a855bd6c038b4497c1fbc8915f24990c6d61c3d9338a00374fd3bdbbf84a6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-24T21:02:07Z",
    "title_canon_sha256": "17f8e6e60fa0f2f22faf064a587328af419fc29933b8cfa0fad6a83fd521814a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.12797",
    "kind": "arxiv",
    "version": 1
  }
}