Pith Number

pith:WKAA4YFO

pith:2022:WKAA4YFOQ5MIEUVG667M7O7CZD

not attested not anchored not stored refs pending

Trimmed Maximum Likelihood Estimation for Robust Learning in Generalized Linear Models

Abhimanyu Das, Pranjal Awasthi, Rajat Sen, Weihao Kong

arxiv:2206.04777 v3 · 2022-06-09 · 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{WKAA4YFOQ5MIEUVG667M7O7CZD}

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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

A Unified Theoretical Analysis of Private and Robust Offline Alignment: from RLHF to DPO

Receipt and verification

First computed	2026-07-05T05:09:19.166261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2800e60ae87588252a6f7becfbbe2c8da7b6283a0f5bb08efcc224e54d46437

Aliases

arxiv: 2206.04777 · arxiv_version: 2206.04777v3 · doi: 10.48550/arxiv.2206.04777 · pith_short_12: WKAA4YFOQ5MI · pith_short_16: WKAA4YFOQ5MIEUVG · pith_short_8: WKAA4YFO

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/WKAA4YFOQ5MIEUVG667M7O7CZD \
  | 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: b2800e60ae87588252a6f7becfbbe2c8da7b6283a0f5bb08efcc224e54d46437

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0e8a358d712d4bdf2a4a18204fae95987b0d77e37455e8648f7eb882d6346a2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-09T21:56:44Z",
    "title_canon_sha256": "ca073267f45d2ffa441abfb23c2e94cf0b97f7fe20d7a56e0fd0baa1c84da0e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04777",
    "kind": "arxiv",
    "version": 3
  }
}