Pith Number

pith:H7J245YJ

pith:2019:H7J245YJQG4POAE4YUD5LOEP25

not attested not anchored not stored refs pending

The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision

Chuang Gan, Jiajun Wu, Jiayuan Mao, Joshua B. Tenenbaum, Pushmeet Kohli

arxiv:1904.12584 v1 · 2019-04-26 · cs.CV · cs.AI · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H7J245YJQG4POAE4YUD5LOEP25}

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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

4 papers in Pith

ReKep: Spatio-Temporal Reasoning of Relational Keypoint Constraints for Robotic Manipulation

Emergent Neural Automaton Policies: Learning Symbolic Structure from Visuomotor Trajectories

Overmind NSA: A Unified Neuro-Symbolic Computing Architecture with Approximate Nonlinear Activations and Preemptive Memory Bypass

GRAIL: Autonomous Concept Grounding for Neuro-Symbolic Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:47:34.754956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fd3ae770981b8f7009cc507d5b88fd749c2c1449e57a5f2b84cc8555d6e3372

Aliases

arxiv: 1904.12584 · arxiv_version: 1904.12584v1 · doi: 10.48550/arxiv.1904.12584 · pith_short_12: H7J245YJQG4P · pith_short_16: H7J245YJQG4POAE4 · pith_short_8: H7J245YJ

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/H7J245YJQG4POAE4YUD5LOEP25 \
  | 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: 3fd3ae770981b8f7009cc507d5b88fd749c2c1449e57a5f2b84cc8555d6e3372

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "509b01abc477629115b79445f3cb0fd6d848831fc75e744f04810eaedccb03fb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-04-26T06:50:54Z",
    "title_canon_sha256": "2b986e0502b087dcf032332757ae361c9bba656934f8accf1030335e685ec41a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.12584",
    "kind": "arxiv",
    "version": 1
  }
}