Efficient Computing

Stepping Forward on the Last Mile NeurIPS 2024 Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution NeurIPS 2024 Streaming Audio Transformers for Online Audio Tagging Interspeech 2024 StreamingDialogue: Prolonged Dialogue Learning via Long Context Compression with Minimal Losses NeurIPS 2024 StrokeNUWA—Tokenizing Strokes for Vector Graphic Synthesis ICML 2024 Struc-Bench: Are Large Language Models Good at Generating Complex Structured Tabular Data? NAACL 2024 Structured Inverse-Free Natural Gradient Descent: Memory-Efficient & Numerically-Stable KFAC ICML 2024 Structured Pruning for Large Language Models Using Coupled Components Elimination and Minor Fine-tuning NAACL 2024 StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of Code ACL 2024 Study Selectively: An Adaptive Knowledge Distillation based on a Voting Network for Heart Sound Classification Interspeech 2024 Style-Compress: An LLM-Based Prompt Compression Framework Considering Task-Specific Styles EMNLP 2024 Sub-PNWR: Speech Enhancement Based on Signal Sub-Band Splitting and Pseudo Noisy Waveform Reconstruction Loss Interspeech 2024 Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation ICML 2024 Summarizing Stream Data for Memory-Constrained Online Continual Learning AAAI 2024 SummaryMixing: A Linear-Complexity Alternative to Self-Attention for Speech Recognition and Understanding Interspeech 2024 SuperFedNAS: Cost-Efficient Federated Neural Architecture Search for On-Device Inference ECCV 2024 Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning ACL 2024 Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation ICML 2024 Surprisingly Strong Performance Prediction with Neural Graph Features ICML 2024 Survival Kernets: Scalable and Interpretable Deep Kernel Survival Analysis with an Accuracy Guarantee JMLR 2024 SustainDC: Benchmarking for Sustainable Data Center Control NeurIPS 2024 SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors NeurIPS 2024 SwapMoE: Serving Off-the-shelf MoE-based Large Language Models with Tunable Memory Budget ACL 2024 SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering NeurIPS 2024 SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention NeurIPS 2024