Pith Number

pith:UM3GFLDZ

pith:2021:UM3GFLDZHHTV6ONWGZK7ZX4EXH

not attested not anchored not stored refs pending

DP-InstaHide: Provably Defusing Poisoning and Backdoor Attacks with Differentially Private Data Augmentations

Amin Ghiasi, Arjun Gupta, Eitan Borgnia, Furong Huang, Jonas Geiping, Liam Fowl, Micah Goldblum, Tom Goldstein, Valeriia Cherepanova

arxiv:2103.02079 v2 · 2021-03-02 · cs.LG · cs.CR · 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{UM3GFLDZHHTV6ONWGZK7ZX4EXH}

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

2 papers in Pith

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

Receipt and verification

First computed	2026-07-05T02:30:15.194173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a33662ac7939e75f39b63655fcdf84b9cf79ad896dd6aca956ebbc00c5155163

Aliases

arxiv: 2103.02079 · arxiv_version: 2103.02079v2 · doi: 10.48550/arxiv.2103.02079 · pith_short_12: UM3GFLDZHHTV · pith_short_16: UM3GFLDZHHTV6ONW · pith_short_8: UM3GFLDZ

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/UM3GFLDZHHTV6ONWGZK7ZX4EXH \
  | 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: a33662ac7939e75f39b63655fcdf84b9cf79ad896dd6aca956ebbc00c5155163

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f9abc10b22e246b2cb57f6356502f87f1a5b1d05e73512cf45db56c090550f6",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-02T23:07:31Z",
    "title_canon_sha256": "5f7b99ab3556d5bceda3847421d67cdfdff0b0a641b46e54f8c2def3bbc05363"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.02079",
    "kind": "arxiv",
    "version": 2
  }
}