Deep Learning

From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions NAACL 2025 From Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts ACL 2025 From Decoupling to Adaptive Transformation: a Wider Optimization Space for PTQ ICLR 2025 From Elements to Design: A Layered Approach for Automatic Graphic Design Composition CVPR 2025 From English-Centric to Effective Bilingual: LLMs with Custom Tokenizers for Underrepresented Languages ACL 2025 From English to Second Language Mastery: Enhancing LLMs with Cross-Lingual Continued Instruction Tuning ACL 2025 From Enhancement to Understanding: Build a Generalized Bridge for Low-light Vision via Semantically Consistent Unsupervised Fine-tuning ICCV 2025 From Faces to Voices: Learning Hierarchical Representations for High-quality Video-to-Speech CVPR 2025 From Fairness to Infinity: Outcome-Indistinguishable (Omni)Prediction in Evolving Graphs COLT 2025 From Feature Interaction to Feature Generation: A Generative Paradigm of CTR Prediction Models ICML 2025 FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging EMNLP 2025 From General Reward to Targeted Reward: Improving Open-ended Long-context Generation Models EMNLP 2025 From Generation to Detection: A Multimodal Multi-Task Dataset for Benchmarking Health Misinformation EMNLP 2025 From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks ICLR 2025 From Gradient Clipping to Normalization for Heavy Tailed SGD AISTATS 2025 From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration CVPR 2025 From Holistic to Localized: Local Enhanced Adapters for Efficient Visual Instruction Fine-Tuning ICCV 2025 From Human Reading to NLM Understanding: Evaluating the Role of Eye-Tracking Data in Encoder-Based Models ACL 2025 From Image to Video: An Empirical Study of Diffusion Representations ICCV 2025 From Imitation to Innovation: The Emergence of AI's Unique Artistic Styles and the Challenge of Copyright Protection ICCV 2025 From Imitation to Introspection: Probing Self-Consciousness in Language Models ACL 2025 From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025 From Individual to Universal: Regularized Multi-view Joint Representation for Multi-view Subspace-Preserving Recovery IJCAI 2025 From Informal to Formal – Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs ACL 2025 From Information to Insight: Leveraging LLMs for Open Aspect-Based Educational Summarization ACL 2025