Application Areas

From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025 From Sharp to Blur: Unsupervised Domain Adaptation for 2D Human Pose Estimation Under Extreme Motion Blur Using Event Cameras ICCV 2025 From Teacher to Student: Tracking Memorization Through Model Distillation ACL 2025 From Tens of Hours to Tens of Thousands: Scaling Back-Translation for Speech Recognition EMNLP 2025 From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control ICML 2025 From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models EMNLP 2025 From Visual Explanations to Counterfactual Explanations with Latent Diffusion WACV 2025 From Weight-Based to State-Based Fine-Tuning: Further Memory Reduction on LoRA with Parallel Control ICML 2025 From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test EMNLP 2025 Frozen Layers: Memory-efficient Many-fidelity Hyperparameter Optimization AutoML 2025 FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling ACL 2025 FRUGAL: Memory-Efficient Optimization by Reducing State Overhead for Scalable Training ICML 2025 FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding COLING 2025 FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025 FSL-SAGE: Accelerating Federated Split Learning via Smashed Activation Gradient Estimation ICML 2025 FSTLLM: Spatio-Temporal LLM for Few Shot Time Series Forecasting ICML 2025 FTFT: Efficient and Robust Fine-Tuning by Transferring Training Dynamics COLING 2025 FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025 Fully Dynamic Euclidean Bi-Chromatic Matching in Sublinear Update Time ICML 2025 Fully-inductive Node Classification on Arbitrary Graphs ICLR 2025 Fully Test-Time Adaptation for Feature Decrement in Tabular Data IJCAI 2025 Fully Test-time Adaptation for Tabular Data AAAI 2025 Function Encoders: A Principled Approach to Transfer Learning in Hilbert Spaces ICML 2025 Fundamental Limits of Membership Inference Attacks on Machine Learning Models JMLR 2025 Fundamental Limits of Perfect Concept Erasure AISTATS 2025