Pith Number

pith:5DY22L7C

pith:2026:5DY22L7C4IV7HI47IKSAFE2X2T

not attested not anchored not stored refs pending

Interleaved Noise Injection Improves Clean, Corrupted, and OOD Performance

Andrew K. Saydjari, Matt L. Wiemann, Peter Melchior

arxiv:2607.14466 v1 · 2026-07-16 · 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{5DY22L7C4IV7HI47IKSAFE2X2T}

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	2026-07-17T00:21:13.900910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8f1ad2fe2e22bf3a39f42a4029357d4cd2f7cc6fa6796196c293d3bd925b6cc

Aliases

arxiv: 2607.14466 · arxiv_version: 2607.14466v1 · doi: 10.48550/arxiv.2607.14466 · pith_short_12: 5DY22L7C4IV7 · pith_short_16: 5DY22L7C4IV7HI47 · pith_short_8: 5DY22L7C

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/5DY22L7C4IV7HI47IKSAFE2X2T \
  | 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: e8f1ad2fe2e22bf3a39f42a4029357d4cd2f7cc6fa6796196c293d3bd925b6cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2528ed766d1bfd4468827a3aa43b5197edcbbda96a1afb20a5d7787e81414d7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-16T01:25:44Z",
    "title_canon_sha256": "e9584379d7c0a5edda91c093a256b673c17b1c45393ce847401a20b840e8eb58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.14466",
    "kind": "arxiv",
    "version": 1
  }
}