Pith Number

pith:IILQ46VW

pith:2025:IILQ46VWUL4IVP2WVQW3MWNJG3

not attested not anchored not stored refs pending

Representation biases: will we achieve complete understanding by analyzing representations?

Andrew Kyle Lampinen, Katherine Hermann, Stephanie C. Y. Chan, Yuxuan Li

arxiv:2507.22216 v2 · 2025-07-29 · q-bio.NC · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IILQ46VWUL4IVP2WVQW3MWNJG3}

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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

Signal-to-Noise Ratio and Sample Size Govern Representational Alignment in Neural Networks

The Homogenization Problem in LLMs: Towards Meaningful Diversity in AI Safety

Stimulus symmetries can confound representational similarity analyses

The Homogenization Problem in LLMs: Towards Meaningful Diversity in AI Safety

A framework for analyzing concept representations in neural models

Receipt and verification

First computed	2026-07-05T11:53:06.193734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42170e7ab6a2f88abf56ac2db659a936e6209b5575d2e48e7ce0c68d3afa8124

Aliases

arxiv: 2507.22216 · arxiv_version: 2507.22216v2 · doi: 10.48550/arxiv.2507.22216 · pith_short_12: IILQ46VWUL4I · pith_short_16: IILQ46VWUL4IVP2W · pith_short_8: IILQ46VW

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/IILQ46VWUL4IVP2WVQW3MWNJG3 \
  | 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: 42170e7ab6a2f88abf56ac2db659a936e6209b5575d2e48e7ce0c68d3afa8124

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15966fe0a6540ee3211066120801661cc04a3c9b13953924c096a5071c3754a6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2025-07-29T20:25:09Z",
    "title_canon_sha256": "827aa3aac7e57012581b43250d0925826dedbacaf19d8293f2dc606f29e3e4fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22216",
    "kind": "arxiv",
    "version": 2
  }
}