1 Table of Contents: “... Adaptation for 3D Semantic Segmentation -- MTFormer: Multi-task Learning via Transformer and Cross Task...”

2 Table of Contents: “...-Scale Non-stationary Task Distributions --...”

3 Table of Contents: “...Helpful or Harmful: Inter-Task Association in Continual Learning -- Towards Accurate Binary Neural...”

4 Table of Contents: “... for Video Semantic Segmentation -- TL;DW? Summarizing Instructional Videos with Task Relevance & Cross-Modal...”

5 Table of Contents: “... Generation -- X-DETR: A Versatile Architecture for Instance-Wise Vision-Language Tasks -- Learning...”

6 Table of Contents: “... Cross Sources and Tasks for Universal Visual Representation -- SLIP: Self-Supervision Meets Language...”

7 Table of Contents: “... -- Telepresence Video Quality Assessment -- MultiMAE: Multi-modal Multi-task Masked Autoencoders -- AudioScopeV2...”

8 Table of Contents: “... with Cross-Modal Attention -- Fast and High Quality Image Denoising via Malleable Convolution -- TAPE: Task...”

9 Table of Contents: “...Decouple-and-Sample: Protecting Sensitive Information in Task Agnostic Data Release -- Privacy...”

10 Table of Contents: “... -- Incremental Task Learning with Incremental Rank Updates -- Batch-Efficient EigenDecomposition for Small...”

11 Table of Contents: “... by Efficient Transition Matrix Estimation to Combat Label Miscorrection -- Online Task-Free Continual Learning...”

12 Table of Contents: “...Meta-Sampler: Almost-Universal yet Task-Oriented Sampling for Point Clouds.-A Level Set Theory...”

13 Table of Contents: “... Attack Detection Driven by Face Related Task -- PPT: Token-Pruned Pose Transformer for Monocular...”

14 Table of Contents: “... Generalizable Person Re-identification -- Granularity-Aware Adaptation for Image Retrieval over Multiple Tasks...”

15 Table of Contents: “... Video Tasks -- Semi-Supervised Learning of Optical Flow by Flow Supervisor -- Flow Graph to Video...”