Pith Number

pith:QO762SNX

pith:2022:QO762SNXO6UDSRSKJTMZYUCD6N

not attested not anchored not stored refs pending

Why Robust Generalization in Deep Learning is Difficult: Perspective of Expressive Power

Binghui Li, Han Zhong, Jikai Jin, John E. Hopcroft, Liwei Wang

arxiv:2205.13863 v3 · 2022-05-27 · cs.LG · cs.AI · 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{QO762SNXO6UDSRSKJTMZYUCD6N}

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

1 paper in Pith

To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:06:31.737133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83bfed49b777a839464a4cd99c5043f35587c6fa1783f766a55e7523db39eeac

Aliases

arxiv: 2205.13863 · arxiv_version: 2205.13863v3 · doi: 10.48550/arxiv.2205.13863 · pith_short_12: QO762SNXO6UD · pith_short_16: QO762SNXO6UDSRSK · pith_short_8: QO762SNX

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/QO762SNXO6UDSRSKJTMZYUCD6N \
  | 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: 83bfed49b777a839464a4cd99c5043f35587c6fa1783f766a55e7523db39eeac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40b31e4d9e3dc255d0862f3d93bc3b0aec8c70218204e7a22fd8368066221b9f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-27T09:53:04Z",
    "title_canon_sha256": "931708a0d11dfb43f46c2716507e1fd3db7fc1a075e5317d51fb9033ea9f33cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13863",
    "kind": "arxiv",
    "version": 3
  }
}