Deep Learning

Understanding Subword Compositionality of Large Language Models EMNLP 2025 Understanding the Effect of GCN Convolutions in Regression Tasks AISTATS 2025 Understanding the Forgetting of (Replay-based) Continual Learning via Feature Learning: Angle Matters ICML 2025 Understanding the Impact of Client Heterogeneity on Ordinal Classification in Federated Medical Image Analysis MIDL 2025 Understanding the Impact of Confidence in Retrieval Augmented Generation: A Case Study in the Medical Domain ACL 2025 Understanding the Learning Dynamics of LoRA: A Gradient Flow Perspective on Low-Rank Adaptation in Matrix Factorization AISTATS 2025 Understanding the Repeat Curse in Large Language Models from a Feature Perspective ACL 2025 Understanding Verbatim Memorization in LLMs Through Circuit Discovery ACL 2025 Understanding Virtual Nodes: Oversquashing and Node Heterogeneity ICLR 2025 Understand the Implication: Learning to Think for Pragmatic Understanding ACL 2025 UN-DETR: Promoting Objectness Learning via Joint Supervision for Unknown Object Detection AAAI 2025 UnDIVE: Generalized Underwater Video Enhancement using Generative Priors WACV 2025 Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning EMNLP 2025 U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models ICLR 2025 Uni4D: Unifying Visual Foundation Models for 4D Modeling from a Single Video CVPR 2025 UniBuc-SB at ArchEHR-QA 2025: A Resource-Constrained Pipeline for Relevance Classification and Grounded Answer Synthesis ACL 2025 UNIBUC-SD at ArchEHR-QA 2025: Prompting Our Way to Clinical QA with Multi-Model Ensembling ACL 2025 UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation CVPR 2025 UniCodec: Unified Audio Codec with Single Domain-Adaptive Codebook ACL 2025 UniCombine: Unified Multi-Conditional Combination with Diffusion Transformer ICCV 2025 UniCon: Unidirectional Information Flow for Effective Control of Large-Scale Diffusion Models ICLR 2025 UniConvNet: Expanding Effective Receptive Field while Maintaining Asymptotically Gaussian Distribution for ConvNets of Any Scale ICCV 2025 UniConv: Unifying Retrieval and Response Generation for Large Language Models in Conversations ACL 2025 UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP ICLR 2025 UniDB: A Unified Diffusion Bridge Framework via Stochastic Optimal Control ICML 2025