Pith Number

pith:IUWH5RSP

pith:2020:IUWH5RSPRVTSKO4XYD5VJ32I2G

not attested not anchored not stored refs pending

Manipulation-Proof Machine Learning

Daniel Bj\"orkegren, Joshua E. Blumenstock, Samsun Knight

arxiv:2004.03865 v1 · 2020-04-08 · econ.TH · cs.LG · econ.EM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IUWH5RSPRVTSKO4XYD5VJ32I2G}

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

5 papers in Pith

Robust Strategic Classification under Decision-Dependent Cost Uncertainty

Welfare as a Guiding Principle for Machine Learning -- From Compass, to Lens, to Roadmap

Pitfall of Precision in Noisy Signaling

On Benchmark Hacking in ML Contests: Modeling, Insights and Design

Causal inference for social network formation

Receipt and verification

First computed	2026-07-05T00:53:57.155494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

452c7ec64f8d67253b97c0fb54ef48d1a444785603298539c34f0c2bab6b3a31

Aliases

arxiv: 2004.03865 · arxiv_version: 2004.03865v1 · doi: 10.48550/arxiv.2004.03865 · pith_short_12: IUWH5RSPRVTS · pith_short_16: IUWH5RSPRVTSKO4X · pith_short_8: IUWH5RSP

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/IUWH5RSPRVTSKO4XYD5VJ32I2G \
  | 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: 452c7ec64f8d67253b97c0fb54ef48d1a444785603298539c34f0c2bab6b3a31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d8fae6e7067708508cd24aadba68bfd8408e271ee47e40b36ebdbbdb7bce6f1",
    "cross_cats_sorted": [
      "cs.LG",
      "econ.EM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "econ.TH",
    "submitted_at": "2020-04-08T08:04:01Z",
    "title_canon_sha256": "320ef3e8589b38bc29d80fbbc4f4cbc80b1d88815e85a92d640a4a67054260bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.03865",
    "kind": "arxiv",
    "version": 1
  }
}