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Efficient Computing

6876 directly classified papers

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Papers

Towards Trustworthy, Efficient, and Scalable Machine Learning AAAI 2025
Deep Submodular Optimization and LLM for Multimodal Content Extraction and Automatic Poster Generation from Long Document AAAI 2025
AtomNet: Designing Tiny Models from Operators Under Extreme MCU Constraints AAAI 2025
TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text EMNLP 2025
Certified Machine Unlearning Under High Dimensional Regime JMLR 2025
Preliminary Evaluation of the Test-Time Training Layers in Recommendation System (Student Abstract) AAAI 2025
TinyFoA: Memory Efficient Forward-Only Algorithm for On-Device Learning AAAI 2025
Reliever: Relieving the Burden of Costly Model Fits for Changepoint Detection JMLR 2025
EcoTune: Token-Efficient Multi-Fidelity Hyperparameter Optimization for Large Language Model Inference EMNLP 2025
Towards Efficient and Intelligent Laser Weeding: Method and Dataset for Weed Stem Detection AAAI 2025
Firewall Routing: Blocking Leads to Better Hybrid Inference for LLMs EMNLP 2025
HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification EMNLP 2025
Hybrid Quantum-Classical Style Transfer (Student Abstract) AAAI 2025
Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder AAAI 2025
DiTFastAttnV2: Head-wise Attention Compression for Multi-Modality Diffusion Transformers ICCV 2025
Efficient 3D Recognition with Event-driven Spike Sparse Convolution AAAI 2025
Till the Layers Collapse: Compressing a Deep Neural Network Through the Lenses of Batch Normalization Layers. AAAI 2025
TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025
QSpec: Speculative Decoding with Complementary Quantization Schemes EMNLP 2025
NDD: A Decision Diagram for Network Verification NSDI 2025
Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm EMNLP 2025
Numerical Pruning for Efficient Autoregressive Models AAAI 2025
AIQViT: Architecture-Informed Post-Training Quantization for Vision Transformers AAAI 2025
Beehive: A Scalable Disaggregated Memory Runtime Exploiting Asynchrony of Multithreaded Programs NSDI 2025