conftrace_

computational efficiency

362 papers

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Co-occurring keywords

model compression (3302) efficient computing (781) large language model (13587) neural network optimization (1293) convolutional neural network (4226) neural network (6616) attention mechanism (4001) vision transformer (1106) transformer architecture (1560) model architecture (324)

Papers

Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning AAAI 2026

DTC-WSI: Dynamic Token Compression for Whole-Slide Images MIDL 2026

Activation-wise Propagation: A One-Timestep Strategy for Spiking Neural Networks AAAI 2026

ParaDySe: A Parallel Strategy Switching Framework for Dynamic Sequences in Transformer-based Large Language Models AAAI 2026

CoRE-Learning with Look-Ahead and Immediate Resource Allocation AAAI 2026

MinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document Parsing ACL 2026

Infinity-MoE: Generalizing Mixture of Experts to Infinite Experts EACL 2026

Investigating Data Pruning for Pretraining Biological Foundation Models at Scale AAAI 2026

Interest-Shift-Aware Logical Reasoning for Efficient Long-Sequence Recommendation AAAI 2026

CMedBench: A Comprehensive Benchmark for Efficient Medical Large Language Models AAAI 2026

Knowledge-Based Stable Roommates Problems AAAI 2026

AirWino: Optimized Winograd Convolution for Accelerating CNN Inference on ARMv8 Processors AAAI 2026

Reducing Token Redundancy in LVLMs: A Systematic Review of Token Pruning Methods ACL 2026

Adaptive Spatial and Temporal Redundancy Optimization for Efficient Reasoning in Large Language Models ACL 2026

Is This LLM Library Learning? Evaluation Must Account For Compute and Behaviour EACL 2026

The Token Tax: Systematic Bias in Multilingual Tokenization EACL 2026

Parameter-Efficient Adaptation of Self-Supervised Models for Arabic Speech Recognition EACL 2026

Revisiting the Canonicalization for Fast and Accurate Crystal Tensor Property Prediction AAAI 2026

Accelerating Controllable Generation via Hybrid-grained Cache AAAI 2026

Content-aware Information Compression and Selection for Whole Slide Image Analysis AAAI 2026

Filter, Correlate, Compress: Training-Free Token Reduction for MLLM Acceleration AAAI 2026

HCC-3D: Hierarchical Compensatory Compression for 98% 3D Token Reduction in Vision-Language Models AAAI 2026

SCALE: Selective Resource Allocation for Overcoming Performance Bottlenecks in Mathematical Test-time Scaling AAAI 2026

Making Every Head Count: Sparse Attention Without the Speed-Performance Trade-off AAAI 2026

FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting AAAI 2025