Pith Number

pith:UCH4LSAC

pith:2025:UCH4LSACUREFSSCSMR2DHGN6ED

not attested not anchored not stored refs pending

Questioning Representational Optimism in Deep Learning: The Fractured Entangled Representation Hypothesis

Akarsh Kumar, Jeff Clune, Joel Lehman, Kenneth O. Stanley

arxiv:2505.11581 v1 · 2025-05-16 · cs.CV · cs.LG · cs.NE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UCH4LSACUREFSSCSMR2DHGN6ED}

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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

5 papers in Pith

Compositionality Emerges in a Narrow Depth-Connectivity Regime: Architecture Constraints and Solution Manifolds

CreativityNeuro: Steering Language Model Weights to Improve Divergent Thinking and Reduce Mode Collapse

Characterizing Universal Object Representations Across Vision Models

Gradient-Based Program Synthesis with Neurally Interpreted Languages

Back into Plato's Cave: Examining Cross-modal Representational Convergence at Scale

Receipt and verification

First computed	2026-07-05T11:04:23.987206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a08fc5c802a44859485264743399be20f6b0c94dcd8a80b9e60d73c99f6ec29c

Aliases

arxiv: 2505.11581 · arxiv_version: 2505.11581v1 · doi: 10.48550/arxiv.2505.11581 · pith_short_12: UCH4LSACUREF · pith_short_16: UCH4LSACUREFSSCS · pith_short_8: UCH4LSAC

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/UCH4LSACUREFSSCSMR2DHGN6ED \
  | 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: a08fc5c802a44859485264743399be20f6b0c94dcd8a80b9e60d73c99f6ec29c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f092e9f5cdcc5474c3c5e456ced33b34ed25841dd83cd568af802ccea4cc1670",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-16T16:28:34Z",
    "title_canon_sha256": "e20aba47ab9af4d8f18e58b1368f169b43ab54dfff7ecf9495e578eae32e120b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11581",
    "kind": "arxiv",
    "version": 1
  }
}