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Efficient Computing

6876 directly classified papers

Papers per year

Papers

Fast and Interpretable Mixed-Integer Linear Program Solving by Learning Model Reduction AAAI 2025
Scalable Hierarchical Deep Neural Network for Time Series Analysis in Wearable Sensor-based Human Activity Recognition AAAI 2025
LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025
L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ACL 2025
Token Prepending: A Training-Free Approach for Eliciting Better Sentence Embeddings from LLMs ACL 2025
Pre-training Distillation for Large Language Models: A Design Space Exploration ACL 2025
FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling ACL 2025
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ACL 2025
Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language Models ACL 2025
mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document Understanding ACL 2025
Evaluating Multimodal Large Language Models on Video Captioning via Monte Carlo Tree Search ACL 2025
Quaff: Quantized Parameter-Efficient Fine-Tuning under Outlier Spatial Stability Hypothesis ACL 2025
Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling ACL 2025
Bitnet.cpp: Efficient Edge Inference for Ternary LLMs ACL 2025
Boosting Long-Context Information Seeking via Query-Guided Activation Refilling ACL 2025
AdaDHP: Fine-Grained Fine-Tuning via Dual Hadamard Product and Adaptive Parameter Selection ACL 2025
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models ACL 2025
DenseLoRA: Dense Low-Rank Adaptation of Large Language Models ACL 2025
From Objectives to Questions: A Planning-based Framework for Educational Mathematical Question Generation ACL 2025
Accurate KV Cache Quantization with Outlier Tokens Tracing ACL 2025
EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models ACL 2025
MadaKV: Adaptive Modality-Perception KV Cache Eviction for Efficient Multimodal Long-Context Inference ACL 2025
Enhancing Cross-Lingual Transfer through Reversible Transliteration: A Huffman-Based Approach for Low-Resource Languages ACL 2025
TripCraft: A Benchmark for Spatio-Temporally Fine Grained Travel Planning ACL 2025
TinySAM: Pushing the Envelope for Efficient Segment Anything Model AAAI 2025