Pith Number

pith:7D6UCQRC

pith:2025:7D6UCQRCAW5NHWKV2GPQ7PB6MD

not attested not anchored not stored refs pending

Hidden in plain sight: VLMs overlook their visual representations

Devin Guillory, Stephanie Fu, Trevor Darrell, Tyler Bonnen

arxiv:2506.08008 v1 · 2025-06-09 · cs.CV · 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{7D6UCQRCAW5NHWKV2GPQ7PB6MD}

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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

14 papers in Pith

The Hidden Evolution of Disguised Visual Context inside the VLM

Diagnosing Visual Ignorance in Vision-Language Models

SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning

Unifying Contrastive and Generative Objectives for Visual Understanding and Text-to-Image Generation

A$_3$B$_2$: Adaptive Asymmetric Adapter for Alleviating Branch Bias in Vision-Language Image Classification with Few-Shot Learning

Receipt and verification

First computed	2026-07-05T11:18:37.184781Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8fd41422205bad3d955d19f0fbc3e60d23852d4b0154b35bb8ddbf147837a65

Aliases

arxiv: 2506.08008 · arxiv_version: 2506.08008v1 · doi: 10.48550/arxiv.2506.08008 · pith_short_12: 7D6UCQRCAW5N · pith_short_16: 7D6UCQRCAW5NHWKV · pith_short_8: 7D6UCQRC

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/7D6UCQRCAW5NHWKV2GPQ7PB6MD \
  | 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: f8fd41422205bad3d955d19f0fbc3e60d23852d4b0154b35bb8ddbf147837a65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79b38f8fffb8eca7d934b6bada7881ba908b44998079df374ce2edee39da57d4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-09T17:59:54Z",
    "title_canon_sha256": "c9060cd254f77d0d761d1d857b86003cdc834d66579c2b1a6b61c0f51e1a4253"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08008",
    "kind": "arxiv",
    "version": 1
  }
}