memory optimization

LOD-GS: Achieving Levels of Detail using Scalable Gaussian Soup CVPR 2025 Lookahead Q-Cache: Achieving More Consistent KV Cache Eviction via Pseudo Query EMNLP 2025 MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference NAACL 2025 MEET: Towards Memory-Efficient Temporal Sparse Deep Neural Networks CVPR 2025 MEMFOF: High-Resolution Training for Memory-Efficient Multi-Frame Optical Flow Estimation ICCV 2025 Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices EMNLP 2025 Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization EMNLP 2025 MoDification: Mixture of Depths Made Easy NAACL 2025 More Tokens, Lower Precision: Towards the Optimal Token-Precision Trade-off in KV Cache Compression EMNLP 2025 Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models NAACL 2025 Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors AAAI 2025 QJL: 1-Bit Quantized JL Transform for KV Cache Quantization with Zero Overhead AAAI 2025 Q-MiniSAM2: A Quantization-based Benchmark for Resource-Efficient Video Segmentation IJCAI 2025 QSpec: Speculative Decoding with Complementary Quantization Schemes EMNLP 2025 Quaff: Quantized Parameter-Efficient Fine-Tuning under Outlier Spatial Stability Hypothesis ACL 2025 Rotate, Clip, and Partition: Towards W2A4KV4 Quantization by Integrating Rotation and Learnable Non-uniform Quantizer EMNLP 2025 SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation ACL 2025 SpindleKV: A Novel KV Cache Reduction Method Balancing Both Shallow and Deep Layers ACL 2025 ThinK: Thinner Key Cache by Query-Driven Pruning ICLR 2025 ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation ICLR 2025 A Comprehensive Evaluation of Quantization Strategies for Large Language Models ACL 2024 AutoChunk: Automated Activation Chunk for Memory-Efficient Deep Learning Inference ICLR 2024 Beam-search SIEVE for low-memory speech recognition Interspeech 2024 ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase Partition ACL 2024 DISCO: Distributed Inference With Sparse Communications WACV 2024