← Application Areas
Machine Learning › Application Areas ›

Efficient Computing

6876 directly classified papers

Papers per year

Papers

Choose Your Words Wisely: Domain-adaptive Masking Makes Language Models Learn Faster NAACL 2025
PLD+: Accelerating LLM Inference by Leveraging Language Model Artifacts NAACL 2025
FastVLM: Self-Speculative Decoding for Fast Vision-Language Model Inference IJCNLP 2025
MLKV: Multi-Layer Key-Value Heads for Memory Efficient Transformer Decoding NAACL 2025
A Multi-Task Supervised Compression Model for Split Computing WACV 2025
Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers WACV 2025
Breaking the Encoder Barrier for Seamless Video-Language Understanding ICCV 2025
The Inter-Intra Modal Measure: A Predictive Lens on Fine-Tuning Outcomes in Vision-Language Models ICCV 2025
Mirage: A Multi-Level Superoptimizer for Tensor Programs OSDI 2025
Principles and Methodologies for Serial Performance Optimization OSDI 2025
Decentralized, Epoch-based F2FS Journaling with Fine-grained Crash Recovery OSDI 2025
Q-Frame: Query-aware Frame Selection and Multi-Resolution Adaptation for Video-LLMs ICCV 2025
SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs ICCV 2025
ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers ICCV 2025
Perception Compressor: A Training-Free Prompt Compression Framework in Long Context Scenarios NAACL 2025
Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding NAACL 2025
SCV: Light and Effective Multi-Vector Retrieval with Sequence Compressive Vectors COLING 2025
Parameter-Efficient Adaptation of Geospatial Foundation Models through Embedding Deflection ICCV 2025
Beyond Perspective: Neural 360-Degree Video Compression ICCV 2025
Kamino: Efficient VM Allocation at Scale with Latency-Driven Cache-Aware Scheduling OSDI 2025
PipeThreader: Software-Defined Pipelining for Efficient DNN Execution OSDI 2025
FineMem: Breaking the Allocation Overhead vs. Memory Waste Dilemma in Fine-Grained Disaggregated Memory Management OSDI 2025
WaferLLM: Large Language Model Inference at Wafer Scale OSDI 2025
An Information-Theoretic Regularizer for Lossy Neural Image Compression ICCV 2025
MedVSR: Medical Video Super-Resolution with Cross State-Space Propagation ICCV 2025