Pith Number

pith:QAVTUYJH

pith:2025:QAVTUYJHOTN3UHO2ZUNUJHLHE4

not attested not anchored not stored refs pending

MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs

Filip Ilievski, Jiarui Zhang, Mahyar Khayatkhoei, Prateek Chhikara

arxiv:2502.17422 v1 · 2025-02-24 · cs.CV · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QAVTUYJHOTN3UHO2ZUNUJHLHE4}

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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

25 papers in Pith

Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models

V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning

Look Before You Zoom: Adaptive Routing for the Resolution-Context Trade-off in Visual RAG

Image Prompt Reconstruction Attacks on Distributed MLLM Inference Frameworks

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA

Receipt and verification

First computed	2026-07-05T10:19:09.956148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

802b3a612774dbba1ddacd1b449d67273e102d8d2bbea5371981135c98954fcc

Aliases

arxiv: 2502.17422 · arxiv_version: 2502.17422v1 · doi: 10.48550/arxiv.2502.17422 · pith_short_12: QAVTUYJHOTN3 · pith_short_16: QAVTUYJHOTN3UHO2 · pith_short_8: QAVTUYJH

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/QAVTUYJHOTN3UHO2ZUNUJHLHE4 \
  | 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: 802b3a612774dbba1ddacd1b449d67273e102d8d2bbea5371981135c98954fcc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc01952cc7ee65baedb00f91cce804971110efff3f11b9130713f963915fd76f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-24T18:54:40Z",
    "title_canon_sha256": "c7f2e11ec1418dc2b60141487ac9d66cb2564224f9b6d59b1ce61df6b7678465"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17422",
    "kind": "arxiv",
    "version": 1
  }
}