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Efficient Computing

6876 directly classified papers

Papers per year

Papers

Quantization without Tears CVPR 2025
On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations JMLR 2025
EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality CVPR 2025
Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps ACL 2025
Structure Balance and Gradient Matching-Based Signed Graph Condensation AAAI 2025
AnchorAttention: Difference-Aware Sparse Attention with Stripe Granularity EMNLP 2025
Achieving Speed-Accuracy Balance in Vision-based 3D Occupancy Prediction via Geometric-Semantic Disentanglement AAAI 2025
Gradient Weight-normalized Low-rank Projection for Efficient LLM Training AAAI 2025
An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts EMNLP 2025
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification EMNLP 2025
SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning EMNLP 2025
LLM-Independent Adaptive RAG: Let the Question Speak for Itself EMNLP 2025
Enhancing Large Language Model Performance with Gradient-Based Parameter Selection AAAI 2025
Evaluating the Quality of Benchmark Datasets for Low-Resource Languages: A Case Study on Turkish ACL 2025
Does Acceleration Cause Hidden Instability in Vision Language Models? Uncovering Instance-Level Divergence Through a Large-Scale Empirical Study EMNLP 2025
Team HUMANE at AVeriTeC 2025: HerO 2 for Efficient Fact Verification ACL 2025
MLWQ: Efficient Small Language Model Deployment via Multi-Level Weight Quantization EMNLP 2025
Dynamic-Width Speculative Beam Decoding for LLM Inference AAAI 2025
Structuring Radiology Reports: Challenging LLMs with Lightweight Models EMNLP 2025
EcoTune: Token-Efficient Multi-Fidelity Hyperparameter Optimization for Large Language Model Inference EMNLP 2025
DISC: Backpressure Mitigation In Multi-tier Applications With Distributed Shared Connection NSDI 2025
Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs AAAI 2025
UniBuc-SB at ArchEHR-QA 2025: A Resource-Constrained Pipeline for Relevance Classification and Grounded Answer Synthesis ACL 2025
LeanVAE: An Ultra-Efficient Reconstruction VAE for Video Diffusion Models ICCV 2025