Pith Number

pith:NP2ACPVR

pith:2025:NP2ACPVRBG4Y3SIQZ5QJZEN6ZF

not attested not anchored not stored refs pending

Unlocking the Potential of MLLMs in Referring Expression Segmentation via a Light-weight Mask Decoder

Dingjiang Huang, Hong Wang, Jingchao Wang, Yefeng Zheng, Zhijian Wu

arxiv:2508.04107 v3 · 2025-08-06 · cs.CV · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NP2ACPVRBG4Y3SIQZ5QJZEN6ZF}

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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

4 papers in Pith

SetCon: Towards Open-Ended Referring Segmentation via Set-Level Concept Prediction

VPTracker: Global Vision-Language Tracking via Visual Prompt

Qwen3-VL-Seg: Unlocking Open-World Referring Segmentation with Vision-Language Grounding

MIRAGE: Benchmarking and Aligning Multi-Instance Image Editing

Receipt and verification

First computed	2026-07-05T11:55:41.949233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bf4013eb109b98dc910cf609c91bec95104266402f1264a1acc9a108f6ac744

Aliases

arxiv: 2508.04107 · arxiv_version: 2508.04107v3 · doi: 10.48550/arxiv.2508.04107 · pith_short_12: NP2ACPVRBG4Y · pith_short_16: NP2ACPVRBG4Y3SIQ · pith_short_8: NP2ACPVR

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/NP2ACPVRBG4Y3SIQZ5QJZEN6ZF \
  | 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: 6bf4013eb109b98dc910cf609c91bec95104266402f1264a1acc9a108f6ac744

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8596457b175ba0b866c622a29eb24063f1d9893641e8b591aba71ad05383e2fe",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-06T06:06:52Z",
    "title_canon_sha256": "f874283478fd1e915a4818618d7975e689d1e3cde6508a7817875af8c2d9b918"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04107",
    "kind": "arxiv",
    "version": 3
  }
}