Pith Number

pith:FR2DA3TE

pith:2025:FR2DA3TE4WZSP5SDP7MXU4NQKJ

not attested not anchored not stored refs pending

A Training-Free, Task-Agnostic Framework for Enhancing MLLM Performance on High-Resolution Images

Hanjung Kim, Heechan Choi, Jaeseong Lee, Seonjoo Kim, Yeeun Choi

arxiv:2507.10202 v1 · 2025-07-14 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FR2DA3TE4WZSP5SDP7MXU4NQKJ}

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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

1 paper in Pith

DRS-GUI: Dynamic Region Search for Training-Free GUI Grounding

Receipt and verification

First computed	2026-07-05T11:36:46.885293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c74306e64e5b327f6437fd97a71b052647e418e15fb5bd2b59bbf8cd5125461

Aliases

arxiv: 2507.10202 · arxiv_version: 2507.10202v1 · doi: 10.48550/arxiv.2507.10202 · pith_short_12: FR2DA3TE4WZS · pith_short_16: FR2DA3TE4WZSP5SD · pith_short_8: FR2DA3TE

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/FR2DA3TE4WZSP5SDP7MXU4NQKJ \
  | 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: 2c74306e64e5b327f6437fd97a71b052647e418e15fb5bd2b59bbf8cd5125461

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a77b231ed7afe13c7bb42b527f49966e10476e512c9fde5d81eec0dee1bcdcc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-14T12:14:53Z",
    "title_canon_sha256": "ad9857bfb2072d50857836b7997376286898751b8e8d0e7e3905a9a9b1fe467f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10202",
    "kind": "arxiv",
    "version": 1
  }
}