Pith Number

pith:PZJ6H7OL

pith:2022:PZJ6H7OLTGIRYLOWWFJRVIVTZL

not attested not anchored not stored refs pending

Selective Prediction via Training Dynamics

Adam Dziedzic, Akram Bin Sediq, Anvith Thudi, Hamza Sokun, Israfil Bahceci, Kimia Hamidieh, Nicolas Papernot, Stephan Rabanser

arxiv:2205.13532 v4 · 2022-05-26 · cs.LG · 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{PZJ6H7OLTGIRYLOWWFJRVIVTZL}

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

Are Targeted Data Poisoning Attacks as Effective as We Think?

LiLAW: Lightweight Learnable Adaptive Weighting to Learn Sample Difficulty & Improve Noisy Training

Receipt and verification

First computed	2026-07-05T11:32:11.854596Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e53e3fdcb99911c2dd6b1531aa2b3cad8e6f31d3cf82086a83167b9c8c99bed

Aliases

arxiv: 2205.13532 · arxiv_version: 2205.13532v4 · doi: 10.48550/arxiv.2205.13532 · pith_short_12: PZJ6H7OLTGIR · pith_short_16: PZJ6H7OLTGIRYLOW · pith_short_8: PZJ6H7OL

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/PZJ6H7OLTGIRYLOWWFJRVIVTZL \
  | 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: 7e53e3fdcb99911c2dd6b1531aa2b3cad8e6f31d3cf82086a83167b9c8c99bed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "318763cf7932c8a5345f4c25ee917144e1ccf4af750d703f6da76685d3ca7cb6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-26T17:51:29Z",
    "title_canon_sha256": "f1689eb0e87b44baabfb9ad25b451f3d17283d3879b7b9561e29efab969ecd24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13532",
    "kind": "arxiv",
    "version": 4
  }
}