Pith Number

pith:IR7Y6REL

pith:2022:IR7Y6RELFNF4BLZ2A6LJZQLCKV

not attested not anchored not stored refs pending

In the Eye of the Beholder: Robust Prediction with Causal User Modeling

Amir Feder, Guy Horowitz, Nir Rosenfeld, Roi Reichart, Yoav Wald

arxiv:2206.00416 v2 · 2022-06-01 · cs.LG · cs.GT · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IR7Y6RELFNF4BLZ2A6LJZQLCKV}

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	2026-07-05T05:04:49.179079Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

447f8f448b2b4bc0af3a07969cc162555d2fc1bc372c10b377834a498b652b54

Aliases

arxiv: 2206.00416 · arxiv_version: 2206.00416v2 · doi: 10.48550/arxiv.2206.00416 · pith_short_12: IR7Y6RELFNF4 · pith_short_16: IR7Y6RELFNF4BLZ2 · pith_short_8: IR7Y6REL

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/IR7Y6RELFNF4BLZ2A6LJZQLCKV \
  | 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: 447f8f448b2b4bc0af3a07969cc162555d2fc1bc372c10b377834a498b652b54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ec7208d16ed1f87d6288bbef2b331d048a7f545e3492c25cdb37f0651930365",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-01T11:33:57Z",
    "title_canon_sha256": "8dc221ed97d8a8b5b42528509c790022343bdac33336ee193393cee666c6bc2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.00416",
    "kind": "arxiv",
    "version": 2
  }
}