Pith Number

pith:GJQS5UKC

pith:2021:GJQS5UKCCJT7UD5L43TYQD5RRG

not attested not anchored not stored refs pending

No Cost Likelihood Manipulation at Test Time for Making Better Mistakes in Deep Networks

Ameya Prabhu, Puneet K. Dokania, Shyamgopal Karthik, Vineet Gandhi

arxiv:2104.00795 v1 · 2021-04-01 · cs.LG · 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{GJQS5UKCCJT7UD5L43TYQD5RRG}

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	2026-07-05T02:28:35.981426Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32612ed1421267fa0fabe6e7880fb18996a6cda9e20a2fb18a78b2ef773a0173

Aliases

arxiv: 2104.00795 · arxiv_version: 2104.00795v1 · doi: 10.48550/arxiv.2104.00795 · pith_short_12: GJQS5UKCCJT7 · pith_short_16: GJQS5UKCCJT7UD5L · pith_short_8: GJQS5UKC

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/GJQS5UKCCJT7UD5L43TYQD5RRG \
  | 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: 32612ed1421267fa0fabe6e7880fb18996a6cda9e20a2fb18a78b2ef773a0173

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2bd566aaf8d8379f0cc8107fc4206a8b99b84c2bf297570671c9a68407ee6845",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-01T22:40:25Z",
    "title_canon_sha256": "2fb80bdf3ee74af9abb47217e74593eed4bb67d0b236a4d6e6e69f1f413f7b07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.00795",
    "kind": "arxiv",
    "version": 1
  }
}