CoVeR: Coverage-Based Token Pruning for Multi-View 3D Reasoning in VLMs
CoVeR: Coverage-Based Pruning That Cuts Visual Tokens of Multi-View 3D Reasoning by up to 92% Using Geometry Alone One-Line Summary (TL;DR) Rendering a 3D scene into…
Posts
All posts on technology, daily life, and thoughts.
119 pages
12 /
20
Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation
Marigold V2: Reviving an Image-Editing Diffusion Transformer (DiT) as a Monocular Depth Estimator TL;DR This study fine-tunes an image-editing diffusion transformer…
SQS: Bayesian DNN Compression through Sparse Quantized Sub-distributions
SQS: Fusing Pruning and Quantization into One Bayesian Learning — Where Spike-and-Slab Meets GMM TL;DR — Doing pruning and low-bit quantization separately leaves…
Kalman Delta Networks: Uncertainty-aware Associative Memory
Linear Attention Rewritten with a Kalman Filter: Kalman Delta Networks TL;DR The fixed-size recurrent memory update of linear attention is reinterpreted as a…
X-AuT: Progressive Audio-Encoder Compression for Speech LLMs with Cross-Scale Distillation
X-AuT: Pruning Audio Encoders in Speech LLMs with Behavioral Probes and Cross-Scale Distillation TL;DR X-AuT is a framework that progressively prunes the audio encoder…
Deadline-Aware Adaptive Prefill Chunking for Efficient Large Language Model Serving
Deadline-Filling Prefill Chunks: SLOWeave — An Adaptive Chunking Scheduler for LLM Serving TL;DR — Instead of a fixed prefill chunk size, we propose SLOWeave, an online…