Pith Number

pith:XVEP5AS6

pith:2020:XVEP5AS6XSRN27CESATSYW6F2O

not attested not anchored not stored refs pending

Improving Transformation Invariance in Contrastive Representation Learning

Adam Foster, Rattana Pukdee, Tom Rainforth

arxiv:2010.09515 v2 · 2020-10-19 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XVEP5AS6XSRN27CESATSYW6F2O}

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

Revisiting Adversarial Perception Attacks and Defense Methods on Autonomous Driving Systems

Receipt and verification

First computed	2026-07-05T02:25:11.121720Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd48fe825ebca2dd7c4490272c5bc5d38b17e3ff8eea7db7949315bc51f46499

Aliases

arxiv: 2010.09515 · arxiv_version: 2010.09515v2 · doi: 10.48550/arxiv.2010.09515 · pith_short_12: XVEP5AS6XSRN · pith_short_16: XVEP5AS6XSRN27CE · pith_short_8: XVEP5AS6

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/XVEP5AS6XSRN27CESATSYW6F2O \
  | 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: bd48fe825ebca2dd7c4490272c5bc5d38b17e3ff8eea7db7949315bc51f46499

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99b6882a997ff857110410fa2838c73bf13c0d3ab91ae848277706d8008394d1",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-19T13:49:29Z",
    "title_canon_sha256": "7e5f47b9471892bd2772e273026894e877b76b59368cd6a3cf61fdab5d0d4d92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.09515",
    "kind": "arxiv",
    "version": 2
  }
}