Pith Number

pith:4JU67KZT

pith:2020:4JU67KZTVTFHYPNPX3KB5RHY3Y

not attested not anchored not stored refs pending

The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence

Gary Marcus

arxiv:2002.06177 v3 · 2020-02-14 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4JU67KZTVTFHYPNPX3KB5RHY3Y}

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

18 papers in Pith

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing

Beyond Post-hoc Explanation: Toward Glassbox AI via Probabilistic Mediation

Invariant Gradient Alignment for Robust Reasoning Distillation

Structural Certification for Reliable Physical Design with Language Models

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing

Receipt and verification

First computed	2026-07-05T00:42:23.627496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e269efab33acca7c3dafbed41ec4f8de3ab3608fb12cee7059d41f726f79d40c

Aliases

arxiv: 2002.06177 · arxiv_version: 2002.06177v3 · doi: 10.48550/arxiv.2002.06177 · pith_short_12: 4JU67KZTVTFH · pith_short_16: 4JU67KZTVTFHYPNP · pith_short_8: 4JU67KZT

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/4JU67KZTVTFHYPNPX3KB5RHY3Y \
  | 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: e269efab33acca7c3dafbed41ec4f8de3ab3608fb12cee7059d41f726f79d40c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cbf712deaa85e399139b966c16f2011cc1da4c73712e80741ca07c1b0af9742",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-02-14T18:55:56Z",
    "title_canon_sha256": "0732a710c8567d9eff8fa79c5e611f000eda86370ef6c81958d43eaa9ff4e27c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.06177",
    "kind": "arxiv",
    "version": 3
  }
}