Pith Number

pith:ZKLDPJ6O

pith:2024:ZKLDPJ6OUMFSVS2NSN4QAGVY32

not attested not anchored not stored refs pending

SAM4MLLM: Enhance Multi-Modal Large Language Model for Referring Expression Segmentation

Cheng Sun, Chu-Song Chen, Wei-Hua Li, Yi-Chia Chen, Yu-Chiang Frank Wang

arxiv:2409.10542 v3 · 2024-09-01 · cs.AI · cs.CL · cs.CV

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\usepackage{pith}
\pithnumber{ZKLDPJ6OUMFSVS2NSN4QAGVY32}

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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

3 papers in Pith

COCOTree: A Dataset and Benchmark for Open Tree-Structured Visual Decomposition

Vision Harnessing Agent for Open Ad-hoc Segmentation

Tarot-SAM3: Training-free SAM3 for Any Referring Expression Segmentation

Receipt and verification

First computed	2026-07-05T09:49:10.098935Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca9637a7cea30b2acb4d9379001ab8de95c12259c3f78c2d2cf7bc3a6693306a

Aliases

arxiv: 2409.10542 · arxiv_version: 2409.10542v3 · doi: 10.48550/arxiv.2409.10542 · pith_short_12: ZKLDPJ6OUMFS · pith_short_16: ZKLDPJ6OUMFSVS2N · pith_short_8: ZKLDPJ6O

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/ZKLDPJ6OUMFSVS2NSN4QAGVY32 \
  | 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: ca9637a7cea30b2acb4d9379001ab8de95c12259c3f78c2d2cf7bc3a6693306a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e605fb8b2123a2a20c4d909565b338daa7c1b586c8fba484ffd680b27d01b37c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-01T12:09:33Z",
    "title_canon_sha256": "ec297998fa389e7a855c941917b3ad52a192b53f57f10c924a5d1486beb2b66d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.10542",
    "kind": "arxiv",
    "version": 3
  }
}