Deep Learning

Beyond Dialogue: A Profile-Dialogue Alignment Framework Towards General Role-Playing Language Model ACL 2025 Beyond Discretization: Learning the Optimal Solution Path AISTATS 2025 Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression EMNLP 2025 Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart Understanding NAACL 2025 Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation ICML 2025 Beyond-Expert Performance with Limited Demonstrations: Efficient Imitation Learning with Double Exploration ICLR 2025 Beyond Facts: Evaluating Intent Hallucination in Large Language Models ACL 2025 Beyond Feature Mapping GAP: Integrating Real HDRTV Priors for Superior SDRTV-to-HDRTV Conversion IJCAI 2025 Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data AAAI 2025 Beyond Fixed Length: Bucket Pre-training is All You Need IJCAI 2025 Beyond Frameworks: Unpacking Collaboration Strategies in Multi-Agent Systems ACL 2025 Beyond FVD: An Enhanced Evaluation Metrics for Video Generation Distribution Quality ICLR 2025 Beyond Generalization :Evaluating Multilingual LLMs for Yorùbá Animal Health Translation ACL 2025 Beyond Generation: A Diffusion-based Low-level Feature Extractor for Detecting AI-generated Images CVPR 2025 Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs AAAI 2025 Beyond Grids: Exploring Elastic Input Sampling for Vision Transformers WACV 2025 Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Interspeech 2025 Beyond Hate Speech: NLP’s Challenges and Opportunities in Uncovering Dehumanizing Language EMNLP 2025 Beyond Homophily: Graph Contrastive Learning with Macro-Micro Message Passing AAAI 2025 Beyond IID: Optimizing Instruction Finetuning from the Perspective of Instruction Interaction and Dependency AAAI 2025 Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning CVPR 2025 Beyond In-Context Learning: Aligning Long-form Generation of Large Language Models via Task-Inherent Attribute Guidelines ACL 2025 Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders EMNLP 2025 Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models ACL 2025 Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness ICLR 2025