Pith Number

pith:ID67LVCX

pith:2024:ID67LVCXRBB52RNNTYSRR3ZWCB

not attested not anchored not stored refs pending

Towards Interpreting Visual Information Processing in Vision-Language Models

Clement Neo, David Krueger, Fazl Barez, Luke Ong, Mor Geva, Philip Torr

arxiv:2410.07149 v2 · 2024-10-09 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{ID67LVCXRBB52RNNTYSRR3ZWCB}

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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

16 papers in Pith

Analysis-by-Proxy: Localization Signals in VLMs Operating as Condition Encoders

The Hidden Evolution of Disguised Visual Context inside the VLM

From Senses to Decisions: The Information Flow of Auditory and Visual Perception in Multimodal LLMs

Vision-Default, Prior-Override: Causal Mechanisms of Perception-Knowledge Conflict in Vision-Language Models

When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models

Receipt and verification

First computed	2026-07-05T10:54:13.374800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40fdf5d4578843dd45ad9e2518ef361056bd3a56db60824b52ad8edbfa691137

Aliases

arxiv: 2410.07149 · arxiv_version: 2410.07149v2 · doi: 10.48550/arxiv.2410.07149 · pith_short_12: ID67LVCXRBB5 · pith_short_16: ID67LVCXRBB52RNN · pith_short_8: ID67LVCX

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/ID67LVCXRBB52RNNTYSRR3ZWCB \
  | 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: 40fdf5d4578843dd45ad9e2518ef361056bd3a56db60824b52ad8edbfa691137

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84fa500758c105670ef69ffc7eed09a75393f549d9cfc9d4b5c0596fe0e33930",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-09T17:55:02Z",
    "title_canon_sha256": "b0891b1cd4a67f7ee725829ad7b87ebe64785a7d328dbe4af76d3e713ae84f67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07149",
    "kind": "arxiv",
    "version": 2
  }
}