diff --git a/methods_densification.bib b/methods_densification.bib
index 475b486..1d35f74 100644
--- a/methods_densification.bib
+++ b/methods_densification.bib
@@ -16,7 +16,7 @@ @misc{fang2024minisplatting
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2403.14166}, 
 }
-@misc{cheng2024gaussianpro3dgaussiansplatting,
+@misc{cheng2024gaussianpro,
       title={GaussianPro: 3D Gaussian Splatting with Progressive Propagation}, 
       author={Kai Cheng and Xiaoxiao Long and Kaizhi Yang and Yao Yao and Wei Yin and Yuexin Ma and Wenping Wang and Xuejin Chen},
       year={2024},
@@ -25,7 +25,7 @@ @misc{cheng2024gaussianpro3dgaussiansplatting
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2402.14650}, 
 }
-@misc{zhang2024fregs3dgaussiansplatting,
+@misc{zhang2024fregs,
       title={FreGS: 3D Gaussian Splatting with Progressive Frequency Regularization}, 
       author={Jiahui Zhang and Fangneng Zhan and Muyu Xu and Shijian Lu and Eric Xing},
       year={2024},
@@ -34,7 +34,7 @@ @misc{zhang2024fregs3dgaussiansplatting
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2403.06908}, 
 }
-@misc{jung2024relaxingaccurateinitializationconstraint,
+@misc{jung2024relaxing,
       title={Relaxing Accurate Initialization Constraint for 3D Gaussian Splatting}, 
       author={Jaewoo Jung and Jisang Han and Honggyu An and Jiwon Kang and Seonghoon Park and Seungryong Kim},
       year={2024},
@@ -43,7 +43,7 @@ @misc{jung2024relaxingaccurateinitializationconstraint
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2403.09413}, 
 }
-@misc{yang2024spectrallyprunedgaussianfields,
+@misc{yang2024spectrally,
       title={Spectrally Pruned Gaussian Fields with Neural Compensation}, 
       author={Runyi Yang and Zhenxin Zhu and Zhou Jiang and Baijun Ye and Xiaoxue Chen and Yifei Zhang and Yuantao Chen and Jian Zhao and Hao Zhao},
       year={2024},
@@ -52,7 +52,7 @@ @misc{yang2024spectrallyprunedgaussianfields
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2405.00676}, 
 }
-@misc{li2024mvgsplattingmultiviewguidedgaussian,
+@misc{li2024mvgsplatting,
       title={MVG-Splatting: Multi-View Guided Gaussian Splatting with Adaptive Quantile-Based Geometric Consistency Densification}, 
       author={Zhuoxiao Li and Shanliang Yao and Yijie Chu and Angel F. Garcia-Fernandez and Yong Yue and Eng Gee Lim and Xiaohui Zhu},
       year={2024},
@@ -61,7 +61,7 @@ @misc{li2024mvgsplattingmultiviewguidedgaussian
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2407.11840}, 
 }
-@misc{liu2024atomgsatomizinggaussiansplatting,
+@misc{liu2024atomgs,
       title={AtomGS: Atomizing Gaussian Splatting for High-Fidelity Radiance Field}, 
       author={Rong Liu and Rui Xu and Yue Hu and Meida Chen and Andrew Feng},
       year={2024},
@@ -70,7 +70,7 @@ @misc{liu2024atomgsatomizinggaussiansplatting
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2405.12369}, 
 }
-@misc{zhang2024pixelgsdensitycontrolpixelaware,
+@misc{zhang2024pixelgs,
       title={Pixel-GS: Density Control with Pixel-aware Gradient for 3D Gaussian Splatting}, 
       author={Zheng Zhang and Wenbo Hu and Yixing Lao and Tong He and Hengshuang Zhao},
       year={2024},
@@ -79,7 +79,7 @@ @misc{zhang2024pixelgsdensitycontrolpixelaware
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2403.15530}, 
 }
-@misc{yan2024multiscale3dgaussiansplatting,
+@misc{yan2024multiscale,
       title={Multi-Scale 3D Gaussian Splatting for Anti-Aliased Rendering}, 
       author={Zhiwen Yan and Weng Fei Low and Yu Chen and Gim Hee Lee},
       year={2024},
@@ -88,7 +88,7 @@ @misc{yan2024multiscale3dgaussiansplatting
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2311.17089}, 
 }
-@misc{feng2024flashgsefficient3dgaussian,
+@misc{feng2024flashgs,
       title={FlashGS: Efficient 3D Gaussian Splatting for Large-scale and High-resolution Rendering}, 
       author={Guofeng Feng and Siyan Chen and Rong Fu and Zimu Liao and Yi Wang and Tao Liu and Zhilin Pei and Hengjie Li and Xingcheng Zhang and Bo Dai},
       year={2024},
@@ -97,7 +97,7 @@ @misc{feng2024flashgsefficient3dgaussian
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2408.07967}, 
 }
-@misc{seo2024flodintegratingflexiblelevel,
+@misc{seo2024flod,
       title={FLoD: Integrating Flexible Level of Detail into 3D Gaussian Splatting for Customizable Rendering}, 
       author={Yunji Seo and Young Sun Choi and Hyun Seung Son and Youngjung Uh},
       year={2024},
@@ -106,7 +106,7 @@ @misc{seo2024flodintegratingflexiblelevel
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2408.12894}, 
 }
-@misc{ren2024octreegsconsistentrealtimerendering,
+@misc{ren2024octreegs,
       title={Octree-GS: Towards Consistent Real-time Rendering with LOD-Structured 3D Gaussians}, 
       author={Kerui Ren and Lihan Jiang and Tao Lu and Mulin Yu and Linning Xu and Zhangkai Ni and Bo Dai},
       year={2024},