05 / Notes
Reading notes, experiments, and technical reflections.
Research roadmap · Published 2026-07-17
A paper- and code-grounded roadmap with twelve deduplicated ideas, recent-literature novelty checks, reviewer-risk analysis, a refined top proposal, and a claim-driven experiment plan. No GPU experiment was run.
Research roadmap · Published 2026-07-16
A code-grounded survey of the latest 12 months of 3D Gaussian Splatting research, with ten falsifiable topics, novelty checks, reviewer risks, GPU budgets, a refined top proposal, and a claim-driven experiment plan.
Paper analysis · Published 2026-04-09
A technical reading of Scal3R, covering global context memory, test-time adaptation, cross-chunk synchronization, long-sequence experiments, and reproducibility boundaries.
Read analysisPaper analysis · Published 2026-03-30
An academic reading of visibility-aware TSDF masking, sparse VAE compression, flow matching, ControlNet completion, experiments, source code, and reproducibility boundaries.
Read analysisPaper analysis · Published 2026-03-27
An academic reading of GaussianGPT, connecting sparse LFQ compression, position-feature tokenization, 3D RoPE, causal sampling, scene completion, outpainting, source code, and reproducibility limits.
Paper analysis · Published 2026-03-24
A technical reading of WorldMesh, covering geometry-first layout construction, object reconstruction, progressive wall-texture accumulation, depth validation, geometry-regularized 3DGS, and reproducibility limits.
Paper analysis · Published 2025-10-09
A complete reading of compact Gaussian initialization, rendering-error feedback, recurrent 3D updates, generalization, ablations, appendices, and the official implementation.
Read analysisPaper analysis · Published 2025-05-08
An academic reading of QuickSplat, covering learned Gaussian initialization, gradient-aware densification, iterative sparse-UNet optimization, ScanNet++ evidence, code correspondence, and reproducibility limits.
Read analysis