Pith Number

pith:5AQRRI3Y

pith:2022:5AQRRI3YBP577HFBX4CXAOJPSF

not attested not anchored not stored refs pending

Introspective Learning : A Two-Stage Approach for Inference in Neural Networks

Ghassan AlRegib, Mohit Prabhushankar

arxiv:2209.08425 v1 · 2022-09-17 · cs.LG · cs.AI · 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{5AQRRI3YBP577HFBX4CXAOJPSF}

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	2026-07-05T04:58:41.125307Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e82118a3780bfbff9ca1bf0570392f91484b39e21ef987f1b27c1880b9f6a417

Aliases

arxiv: 2209.08425 · arxiv_version: 2209.08425v1 · doi: 10.48550/arxiv.2209.08425 · pith_short_12: 5AQRRI3YBP57 · pith_short_16: 5AQRRI3YBP577HFB · pith_short_8: 5AQRRI3Y

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/5AQRRI3YBP577HFBX4CXAOJPSF \
  | 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: e82118a3780bfbff9ca1bf0570392f91484b39e21ef987f1b27c1880b9f6a417

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9d070fe4a4c91ce0bf149441622db842b34dd487fbdc4aa52c517450f92768f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-17T23:31:03Z",
    "title_canon_sha256": "950ba8bb1855ef9da6c770595ac87e83d616fa46bbf12c572ca390def2035a00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.08425",
    "kind": "arxiv",
    "version": 1
  }
}