Model Compression

1LoRA: Summation Compression for Very Low-Rank Adaptation WACV 2026 ACBQ: Adaptive Cross-Block Quantization of Large Language Models ACL 2026 A Closed-Track System for Palestinian Arabic in the AMIYA Shared Task EACL 2026 AdaFuse: Accelerating Dynamic Adapter Inference via Token-Level Pre-Gating and Fused Kernel Optimization AAAI 2026 Adaptive Compute Efficient Learning via Conceptual-Criticality (Student Abstract) AAAI 2026 AdaSVD: Singular Value Decomposition with Adaptive Mechanisms for Large Multimodal Models CVPR 2026 AfriNLLB: Efficient Translation Models for African Languages EACL 2026 AgentSlimming: Towards Efficient and Cost-Aware Multi-Agent Systems ACL 2026 ALTER: Asymmetric LoRA for Token-Entropy-Guided Unlearning of LLMs AAAI 2026 Analytical FFN-to-MoE Restructuring via Activation Pattern Analysis ACL 2026 ApET: Approximation-Error Guided Token Compression for Efficient VLMs CVPR 2026 APEX-Q: Arbitrary-dimension Product-EXtension Quantization for Accelerated LLM Deployment (Student Abstract) AAAI 2026 Automating Android Build Repair: Bridging the Reasoning-Execution Gap in LLM Agents with Domain-Specific Tools EACL 2026 Balanced Knowledge Distillation for Large Language Models with Mix-of-Experts AAAI 2026 BD-Net: Has Depth-Wise Convolution Ever Been Applied in Binary Neural Networks? AAAI 2026 Benchmarking Post-Training Quantization of Large Language Models under Microscaling Floating Point Formats ACL 2026 Beyond Neuron-Level Sparsity: Achieving Faithful and Interpretable LLMs with Mixture of Decoders AAAI 2026 Beyond One-Step Distillation: Bridging the Capacity Gap in Small Language Models via Multi-Step Knowledge Transfer EACL 2026 Beyond Real Weights: Hypercomplex Representations for Stable Quantization WACV 2026 Beyond Variance: Knowledge-Aware LLM Compression via Fisher-Aligned Subspace Diagnostics ACL 2026 Bi-VLM: Binary Post-Training Quantization for Vision-Language Models AAAI 2026 BLUR: A Bi-Level Optimization Approach for LLM Unlearning EACL 2026 BWLA: Breaking the Barrier of W1AX Post-Training Quantization for LLMs ACL 2026 CacheNotes: Task-Aware Key-Value Cache Compression for Reasoning-Intensive Knowledge Tasks EACL 2026 Calibrating and Rotating: A Unified Framework for Weight Conditioning in PEFT AAAI 2026