diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..27a3d8024560d1926b634f4897dbb8c23e49dc6f
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,1801 @@
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+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
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+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
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+benchmark/stealthattack/poisoned/tanks-and-temples/barn/median/duck_large/ply/iteration_30000/point_cloud.ply filter=lfs diff=lfs merge=lfs -text
+benchmark/stealthattack/poisoned/tanks-and-temples/ignatius/easy/cat_large/sparse/0/points3D.ply filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..4f0dbafac47f49a958e2a1a69f48703fe6802d4b
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+++ b/README.md
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+---
+license: cc-by-nc-4.0
+task_categories:
+- other
+tags:
+- 3D-Gaussian-Splatting
+- adversarial
+- benchmark
+- anomaly-detection
+- security
+- computer-vision
+- 3DGS
+- poisoning
+pretty_name: Poison-3DGS
+size_categories:
+- 100G<n<1T
+---
+
+# Poison-3DGS: A Stage-wise Benchmark for Detectability of 3DGS Poisoning Attacks
+
+**Paper:** *Characterizing Detectability in 3DGS Poisoning: A Stage-wise Benchmark* (NeurIPS 2026 Evaluations & Datasets Track)
+
+Poison-3DGS is a benchmark for evaluating detection methods against adversarial poisoning of 3D Gaussian Splatting (3DGS) assets. It covers **4 attack families** spanning the major threat categories — integrity, availability, and steganography — across **37 scenes** and **4 pipeline stages**, providing a unified evaluation protocol for stage-wise detectability analysis.
+
+> **This is a review subset (~127 GB).** The full benchmark (~6 TB including all checkpoints) will be released upon acceptance.
+
+---
+
+## Benchmark Overview
+
+| Property | Value |
+|----------|-------|
+| Clean scenes | 37 |
+| Datasets | Free, Mip-NeRF 360, Tanks-and-Temples |
+| Attack families | 4 |
+| Total adversarial variants (full benchmark) | 414 |
+| Variants in this subset | 94 (anchor configs per attack) |
+| Detection stages covered | 4 |
+| Total size (this subset) | ~127 GB |
+
+---
+
+## Dataset Structure
+
+```
+Poison-3DGS/
+├── clean/                              # Clean reference scenes
+│   └── {free,mip-nerf-360,tanks-and-temples}/<scene>/
+│       ├── images/                     # Raw RGB images (10 scenes only*)
+│       ├── sparse/0/                   # COLMAP reconstruction (10 scenes only*)
+│       └── ply/
+│           ├── iteration_7000/point_cloud.ply    # early checkpoint (24 scenes)
+│           ├── iteration_20000/point_cloud.ply   # mid checkpoint (24 scenes)
+│           └── iteration_30000/point_cloud.ply   # final (all 37 scenes)
+│
+├── stealthattack/                      # Integrity attack (20 scenes)
+│   └── poisoned/{dataset}/<scene>/{difficulty}/{object}_{size}/
+│       ├── config.yaml
+│       ├── mask.png / trigger.png / target.png
+│       ├── sparse/0/points3D.ply       # poisoned SfM (injected cluster)
+│       └── ply/
+│           ├── iteration_7000/point_cloud.ply
+│           ├── iteration_20000/point_cloud.ply
+│           └── iteration_30000/point_cloud.ply
+│
+├── poisonsplat/                        # Availability attack (20 scenes)
+│   └── poisoned/{dataset}/<scene>/constrained/eps16_100/
+│       ├── config.yaml
+│       ├── images/                     # adversarially perturbed training images
+│       └── ply/
+│           ├── iteration_3000/point_cloud.ply
+│           ├── iteration_15000/point_cloud.ply
+│           ├── iteration_21000/point_cloud.ply
+│           └── iteration_30000/point_cloud.ply
+│
+├── gsw/                                # Steganographic watermark — 3D-GSW (37 scenes)
+│   └── poisoned/{dataset}/<scene>/msg64/lambda_mid/
+│       ├── config.yaml
+│       └── ply/iteration_30000/point_cloud.ply
+│
+└── guardsplat/                         # Steganographic watermark — GuardSplat (37 scenes)
+    └── poisoned/{dataset}/<scene>/msg48/lambda_mid/
+        ├── config.yaml
+        └── ply/iteration_30000/point_cloud.ply
+```
+
+*Clean images + COLMAP are included for 10 representative scenes (3 Free + 3 Mip-NeRF 360 + 4 T&T). For the remaining 27 scenes, download from the original datasets (links below).
+
+---
+
+## Quick Start
+
+```python
+from huggingface_hub import snapshot_download
+from plyfile import PlyData
+import numpy as np
+
+# Download full subset (~127 GB) or a specific attack
+path = snapshot_download(
+    repo_id="anonymous-user-submission/Poison-3DGS",
+    repo_type="dataset",
+    # Narrow download to one attack:
+    # allow_patterns=["poisonsplat/**", "clean/**"]
+)
+
+# Load a PoisonSplat final model and compare to clean reference
+ps_ply = PlyData.read(f"{path}/poisonsplat/poisoned/tanks-and-temples/horse/constrained/eps16_100/ply/iteration_30000/point_cloud.ply")
+clean_ply = PlyData.read(f"{path}/clean/tanks-and-temples/horse/ply/iteration_30000/point_cloud.ply")
+
+print(f"Poisoned Gaussians : {len(ps_ply['vertex']):,}")
+print(f"Clean Gaussians    : {len(clean_ply['vertex']):,}")
+print(f"Inflation ratio    : {len(ps_ply['vertex']) / len(clean_ply['vertex']):.1f}x")
+
+# Load a StealthAttack poisoned sparse cloud
+from pathlib import Path
+sa_sparse = PlyData.read(f"{path}/stealthattack/poisoned/mip-nerf-360/bicycle/median/trash_can_large/sparse/0/points3D.ply")
+print(f"Poisoned SfM points: {len(sa_sparse['vertex']):,}")
+```
+
+---
+
+## Evaluation Protocol
+
+- **Task**: Binary scene-level classification (poisoned = 1, clean = 0)
+- **Primary metric**: AUROC · **Secondary**: AUPRC, FPR@95TPR
+- **Train/test split**: `--eval --llffhold 8` (every 8th camera held out, consistent across all variants)
+---
+
+## Responsible AI
+
+**Intended use**: Research on detection and defense methods for adversarial attacks on 3D Gaussian Splatting. Supports development of trustworthy 3DGS systems for security-sensitive applications.
+
+**Out-of-scope use**: This benchmark should not be used to improve offensive attack capabilities in isolation from corresponding defensive research.
+
+**Limitations**:
+- This release is a **subset** (anchor configs only). Full hyperparameter coverage is in the complete benchmark, released upon paper acceptance.
+- Clean images and COLMAP are included for 10 of 37 scenes. The remaining 27 require downloading from original sources.
+- StealthAttack and PoisonSplat checkpoint PLYs cover 3–4 snapshots, not the full 16-checkpoint training trajectory.
+- PoisonSplat scene coverage skews toward Tanks-and-Temples (smaller scenes selected to fit the 300 GB HuggingFace limit).
+
+**Data provenance**: Poisoned variants are derived from publicly available 3D reconstruction datasets (Free, Mip-NeRF 360, Tanks-and-Temples) under their respective non-commercial research licenses.
+
+**Personal/sensitive information**: No personal data. All scenes contain buildings, objects, and outdoor environments with no identifiable individuals.
+
+**Construct validity**: Each attack variant is validated against its success criteria before inclusion. PoisonSplat variants confirm ≥2× Gaussian inflation; 3D-GSW variants confirm ≥0.95 bit accuracy with ≤1.0 dB PSNR drop; GuardSplat variants confirm ≥0.75 bit accuracy with ≤7.0 dB PSNR drop.
+
+**Social impact**: Advances detection of adversarial manipulation in 3D scene representations, supporting reliable deployment of 3DGS in autonomous systems, AR/VR, and 3D content pipelines.
+
+---
+
+## License
+
+This dataset is released under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). The underlying scene images retain the licenses of their original datasets.
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+  psnr_drop_max_db: 1.0
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+variant: guitar_large
+difficulty: median
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+variant: rabbit_small
+difficulty: median
+object: rabbit
+size: small
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+seed: 42
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diff --git a/stage_1_detectors/README.md b/stage_1_detectors/README.md
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+# Stage 1 — Image-Level Detectors
+
+This folder will contain detection methods that operate on **raw multi-view RGB images**.
+
+## What Stage 1 Covers
+
+| Attack | Signal |
+|--------|--------|
+| StealthAttack | One replaced target image (composited trigger object) |
+| PoisonSplat | All training images perturbed with ε-bounded adversarial noise |
+| 3D-GSW | ✗ — no image changes |
+| GuardSplat | ✗ — no image changes |
+
+## Data to Use (from `benchmark/`)
+
+```
+benchmark/stealthattack/poisoned/.../images/   ← poisoned (1 replaced image per variant)
+benchmark/poisonsplat/poisoned/.../images/     ← poisoned (all images perturbed)
+benchmark/clean/.../images/                   ← clean reference (10 scenes included)
+```
+
+## Detectors in the Paper
+
+- **SoftPatch+** — unsupervised patch-level anomaly detection
+- **IML-ViT** — image manipulation localization via Vision Transformer
+- **MVSS-Net** — multi-view multi-scale supervised forensic network
+- **SparseViT** — sparse-coding transformer for manipulation detection
+
+Companion code and pre-trained weights will be released upon paper acceptance.
diff --git a/stage_2_detectors/README.md b/stage_2_detectors/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..ead65278950d748915ac4cde81079f13fa047d42
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+++ b/stage_2_detectors/README.md
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+# Stage 2 — Multi-View Geometry Detectors
+
+This folder will contain detection methods that operate on **COLMAP sparse reconstructions and multi-view geometry**.
+
+## What Stage 2 Covers
+
+| Attack | Signal |
+|--------|--------|
+| StealthAttack | Injected cluster of foreign 3D points in `points3D.ply` |
+| PoisonSplat | ✗ — SfM reconstruction unchanged |
+| 3D-GSW | ✗ — SfM reconstruction unchanged |
+| GuardSplat | ✗ — SfM reconstruction unchanged |
+
+## Data to Use (from `benchmark/`)
+
+```
+benchmark/stealthattack/poisoned/.../sparse/0/points3D.ply   ← poisoned sparse (injected points)
+benchmark/stealthattack/poisoned/.../sparse/0/original_points3D.ply  ← clean reference
+benchmark/clean/.../sparse/0/                                ← clean COLMAP (10 scenes included)
+```
+
+## Detectors in the Paper
+
+**Multi-view consistency:**
+- **MET3R** — measuring multi-view consistency in rendered images
+- **VGGT** — visual geometry grounded transformer (CVPR 2025 Best Paper)
+- **MV-DUSt3R+** — single-stage multi-view scene reconstruction
+- **NoPoSplat** — 3DGS reconstruction from sparse unposed images
+
+**Point-cloud anomaly:**
+- **Sonata + IsoForest** — self-supervised point-cloud features + Isolation Forest
+- **Concerto + IsoForest** — joint 2D-3D self-supervised features + Isolation Forest
+
+Companion code and pre-trained weights will be released upon paper acceptance.
diff --git a/stage_3_detectors/README.md b/stage_3_detectors/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..8c6ec1fc0a2ef2776791b3a865769e962cd6ac08
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+++ b/stage_3_detectors/README.md
@@ -0,0 +1,41 @@
+# Stage 3 — Training Dynamics Detectors
+
+This folder will contain detection methods that operate on **3DGS checkpoint snapshots across training iterations**.
+
+## What Stage 3 Covers
+
+| Attack | Signal |
+|--------|--------|
+| StealthAttack | Unstable gradient patterns from injected Gaussians during training |
+| PoisonSplat | Abnormal densification — 2–28× Gaussian count growth, high anisotropy |
+| 3D-GSW | ✗ — post-hoc edit, no training-time signal |
+| GuardSplat | ✗ — post-hoc edit, no training-time signal |
+
+## Data to Use (from `benchmark/`)
+
+```
+# StealthAttack — 3 snapshots
+benchmark/stealthattack/poisoned/.../ply/iteration_7000/point_cloud.ply
+benchmark/stealthattack/poisoned/.../ply/iteration_20000/point_cloud.ply
+benchmark/stealthattack/poisoned/.../ply/iteration_30000/point_cloud.ply
+
+# PoisonSplat — 4 snapshots (densification visible from iter ~3000 onward)
+benchmark/poisonsplat/poisoned/.../ply/iteration_3000/point_cloud.ply
+benchmark/poisonsplat/poisoned/.../ply/iteration_15000/point_cloud.ply
+benchmark/poisonsplat/poisoned/.../ply/iteration_21000/point_cloud.ply
+benchmark/poisonsplat/poisoned/.../ply/iteration_30000/point_cloud.ply
+
+# Clean reference — 3 snapshots (24 of 37 scenes)
+benchmark/clean/.../ply/iteration_7000/point_cloud.ply
+benchmark/clean/.../ply/iteration_20000/point_cloud.ply
+benchmark/clean/.../ply/iteration_30000/point_cloud.ply
+```
+
+Compare Gaussian count, scale anisotropy, and gradient statistics across iterations to detect anomalous training behavior.
+
+## Detectors in the Paper
+
+- **GradNorm-style** — per-view gradient magnitude statistics and densification rate 
+- **Spectral-style** — gradient subspace analysis and cross-view consistency 
+
+Companion code and pre-trained weights will be released upon paper acceptance.
diff --git a/stage_4_detectors/README.md b/stage_4_detectors/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..b0501110dfd2bfa885d10cc8a32ac91c11269fc9
--- /dev/null
+++ b/stage_4_detectors/README.md
@@ -0,0 +1,35 @@
+# Stage 4 — Final 3DGS Model Detectors
+
+This folder will contain detection methods that operate on **converged 3DGS parameters** (`iteration_30000/point_cloud.ply`).
+
+Stage 4 is the **only universal detection surface** — every attack leaves a fingerprint in the final trained model.
+
+## What Stage 4 Covers
+
+| Attack | Fingerprint in Final Model |
+|--------|---------------------------|
+| StealthAttack | Localized cluster of injected Gaussians supporting the hidden object |
+| PoisonSplat | 2–28× inflated Gaussian count with abnormal scale anisotropy |
+| 3D-GSW | Modified SH coefficients, scales, rotations, and opacity |
+| GuardSplat | Modified SH coefficients only (XYZ / scale / rotation / opacity unchanged) |
+
+## Data to Use (from `benchmark/`)
+
+```
+# All 4 attacks — final PLY at iteration 30000
+benchmark/stealthattack/poisoned/.../ply/iteration_30000/point_cloud.ply   (20 scenes)
+benchmark/poisonsplat/poisoned/.../ply/iteration_30000/point_cloud.ply     (20 scenes)
+benchmark/gsw/poisoned/.../ply/iteration_30000/point_cloud.ply             (37 scenes)
+benchmark/guardsplat/poisoned/.../ply/iteration_30000/point_cloud.ply      (37 scenes)
+
+# Clean reference
+benchmark/clean/.../ply/iteration_30000/point_cloud.ply                    (all 37 scenes)
+```
+
+## Detectors in the Paper
+
+- **SplatFormer** — point transformer for 3DGS 
+- **SceneSplat** — vision-language pretraining on Gaussian scenes 
+- **Gaussian-MAE** — masked autoencoder pretraining on 3DGS 
+
+Companion code and pre-trained weights will be released upon paper acceptance.