Optimization & Theory

PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications EMNLP 2025 PEFTDiff: Diffusion-Guided Transferability Estimation for Parameter-Efficient Fine-Tuning ICCV 2025 Perceptual Video Compression with Neural Wrapping CVPR 2025 Periodical Moving Average Accelerates Gradient Accumulation for Post-Training UAI 2025 Persona-Augmented Benchmarking: Evaluating LLMs Across Diverse Writing Styles EMNLP 2025 PIC: Unlocking Long-Form Text Generation Capabilities of Large Language Models via Position ID Compression ACL 2025 PillarHist: A Quantization-aware Pillar Feature Encoder based on Height-aware Histogram CVPR 2025 Pioneering 4-Bit FP Quantization for Diffusion Models: Mixup-Sign Quantization and Timestep-Aware Fine-Tuning CVPR 2025 PipeThreader: Software-Defined Pipelining for Efficient DNN Execution OSDI 2025 PLeaS - Merging Models with Permutations and Least Squares CVPR 2025 PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models EMNLP 2025 Poplar: Efficient Scaling of Distributed DNN Training on Heterogeneous GPU Clusters AAAI 2025 Population Normalization for Federated Learning CVPR 2025 Portcullis: A Scalable and Verifiable Privacy Gateway for Third-Party LLM Inference AAAI 2025 PoseAnchor: Robust Root Position Estimation for 3D Human Pose Estimation ICCV 2025 Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network AAAI 2025 Positional Overload: Positional Debiasing and Context Window Extension for Large Language Models using Set Encoding ACL 2025 Position-aware Automatic Circuit Discovery ACL 2025 Position-Aware Depth Decay Decoding (D3): Boosting Large Language Model Inference Efficiency ACL 2025 POSITION BIAS MITIGATES POSITION BIAS: Mitigate Position Bias Through Inter-Position Knowledge Distillation EMNLP 2025 Position IDs Matter: An Enhanced Position Layout for Efficient Context Compression in Large Language Models EMNLP 2025 Position Really Matters: Towards a Holistic Approach for Prompt Tuning NAACL 2025 Powerformer: Efficient and High-Accuracy Privacy-Preserving Language Model with Homomorphic Encryption ACL 2025 Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors AAAI 2025 Praetor: A Fine-Grained Generative LLM Evaluator with Instance-Level Customizable Evaluation Criteria ACL 2025