Pith Number

pith:DUNAXIT3

pith:2018:DUNAXIT34PMRMKLOR5LD6XIIPM

not attested not anchored not stored refs pending

A Statistical Approach to Assessing Neural Network Robustness

M. Pawan Kumar, Stefan Webb, Tom Rainforth, Yee Whye Teh

arxiv:1811.07209 v4 · 2018-11-17 · stat.ML · cs.LG

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

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

Bounding the Black Box: A Statistical Certification Framework for AI Risk Regulation

Local Linearity of LLMs Enables Activation Steering via Model-Based Linear Optimal Control

Receipt and verification

First computed	2026-05-17T23:52:58.538479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d1a0ba27be3d916296e8f563f5d087b3daed6140027ee93588e90272b0869bc

Aliases

arxiv: 1811.07209 · arxiv_version: 1811.07209v4 · doi: 10.48550/arxiv.1811.07209 · pith_short_12: DUNAXIT34PMR · pith_short_16: DUNAXIT34PMRMKLO · pith_short_8: DUNAXIT3

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/DUNAXIT34PMRMKLOR5LD6XIIPM \
  | 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: 1d1a0ba27be3d916296e8f563f5d087b3daed6140027ee93588e90272b0869bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7c4c17ba170c8e202e272459c4c55cf4d4bc59ce06d7b0d9da128b6e21e259b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-11-17T19:13:58Z",
    "title_canon_sha256": "38dcdce6e01e3d4837b814413194f769875b3cf4706eb5329801b42a20abf4be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.07209",
    "kind": "arxiv",
    "version": 4
  }
}