Pith Number

pith:UAK2PXG2

pith:2023:UAK2PXG236EXBS3KDJKV2JPECQ

not attested not anchored not stored refs pending

Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment

Bharath Hariharan, Carl Vondrick, Cheng Perng Phoo, Kavita Bala, Meilin Kelsey Liu, Utkarsh Mall

arxiv:2312.06960 v1 · 2023-12-12 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{UAK2PXG236EXBS3KDJKV2JPECQ}

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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

OmniCD: A Foundational Framework for Remote Sensing Image Change Detection Guided by Multimodal Semantics

SLIP-RS: Structured-Attribute Language-Image Pre-Training for Remote Sensing Object Detection

SARVLM: A Vision Language Foundation Model for Semantic Understanding in SAR Imagery

Habitat Classification from Ground-Level Imagery Using Deep Neural Networks

UAV-VL-R1: Generalizing Vision-Language Models via Supervised Fine-Tuning and Multi-Stage GRPO for UAV Visual Reasoning

Receipt and verification

First computed	2026-07-05T07:23:12.152163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a015a7dcdadf8970cb6a1a555d25e41431bc2fdb66e8ced5423cac98f85f7114

Aliases

arxiv: 2312.06960 · arxiv_version: 2312.06960v1 · doi: 10.48550/arxiv.2312.06960 · pith_short_12: UAK2PXG236EX · pith_short_16: UAK2PXG236EXBS3K · pith_short_8: UAK2PXG2

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/UAK2PXG236EXBS3KDJKV2JPECQ \
  | 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: a015a7dcdadf8970cb6a1a555d25e41431bc2fdb66e8ced5423cac98f85f7114

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62f90f00e6f9d8bd2b05182a301b82b22b9a2d1f38aa5db4c88a1ec34c71e1b3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-12T03:39:07Z",
    "title_canon_sha256": "62d10a3dd88db168cdf7224ee91ad7884ead0476ef1b673ee1e9f78a68fb16fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06960",
    "kind": "arxiv",
    "version": 1
  }
}