Large Language Models

Achieving Cloud-Grade SLOs for Local Mixture-of-Experts Inference through CPU–GPU Hybrid Design OSDI 2026 AdaIAT: Adaptively Increasing Attention to Generated Text to Alleviate Hallucinations in LVLM CVPR 2026 ArtiMuse: Fine-Grained Image Aesthetics Assessment with Joint Scoring and Expert-Level Understanding CVPR 2026 ArtLLM: Generating Articulated Assets via 3D LLM CVPR 2026 ATIR: Towards Audio-Text Interleaved Contextual Retrieval ACL 2026 Better, Stronger, Faster: Tackling the Trilemma in MLLM-based Segmentation with Simultaneous Textual Mask Prediction CVPR 2026 Boundary-Guided Policy Optimization for Memory-efficient RL of Diffusion Large Language Models ACL 2026 BTC-LLM: Efficient Sub-1-Bit LLM Quantization via Learnable Transformation and Binary Codebook ACL 2026 BTReport: A Framework for Brain Tumor Radiology Report Generation with Clinically Relevant Features MIDL 2026 CG-Reasoner: Centroid-Guided Positional Reasoning Segmentation for Medical Imaging with a Robust Visual-Text Consistency Metric CVPR 2026 ChulaNLP at SemEval-2026 Task 5: Regression-Calibrated LLM for Word-Sense Scoring SemEval 2026 CiNet-Handai-Kyodai at SemEval-2026 Task 5: Combining LLM Prompting, Semantic Similarity, and Synthetic Gaze for Graded Sense Plausibility SemEval 2026 Compressing LLM Knowledge into Graph Representations for Text-attributed Graphs Learning ACL 2026 ContrastKV: Robust KV Cache Eviction via Contrastive Signal Fusion for Multi-Query Generalization ACL 2026 CoSMo3D: Open-World Promptable 3D Semantic Segmentation through LLM-Guided Canonical Spatial Modeling CVPR 2026 CPTCoder: A Reliable LLM System for Medical Procedure Code Prediction ACL 2026 Crossing the Reward Bridge: Expanding Reinforcement Learning with Verifiable Rewards Across Diverse Domains ACL 2026 CSIRO-LT at SemEval-2026 Task 2: In-the-Wild Valence and Arousal Forecasting on Ecological Text Time Series SemEval 2026 Curvature-Weighted Capacity Allocation: A Minimum Description Length Framework for Layer-Adaptive Large Language Model Optimization UAI 2026 DroidSpeak: KV Cache Sharing Across Fine-tuned Model Variants NSDI 2026 Duluth at SemEval-2026 Task 6: DeBERTa with LLM-Augmented Data for Unmasking Political Question Evasions SemEval 2026 ECHO: Efficient KV Cache Offloading with Lossless Prefetching for Serving Native Sparse Attention LLMs OSDI 2026 Echoes of Ownership: Adversarial-Guided Dual Injection for Copyright Protection in MLLMs CVPR 2026 Efficient LLM Serving on Commodity GPU Clusters with Data-Reduced Cross-Instance Orchestration OSDI 2026 Exploring Cross-Client Memorization of Training Data in Large Language Models for Federated Learning ACL 2026