Deep Learning

S*: Test Time Scaling for Code Generation EMNLP 2025 Supervised Machine Learning based Amharic Text Complexity Classification Using Automatic Annotator Tool ACL 2025 Swahili News Classification: Performance, Challenges, and Explainability Across ML, DL, and Transformers ACL 2025 Synthetic Paths to Integral Truth: Mitigating Hallucinations Caused by Confirmation Bias with Synthetic Data COLING 2025 Systematic Generalization in Language Models Scales with Information Entropy ACL 2025 T2R-BENCH: A Benchmark for Real World Table-to-Report Task EMNLP 2025 TableCoder: Table Extraction from Text via Reliable Code Generation ACL 2025 TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios ACL 2025 TeamVision@DravidianLangTech 2025: Detecting AI generated product reviews in Dravidian Languages NAACL 2025 TEaR: Improving LLM-based Machine Translation with Systematic Self-Refinement NAACL 2025 Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks CVPR 2025 Text-to-speech system for low-resource languages: A case study in Shipibo-Konibo (a Panoan language from Peru) NAACL 2025 The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination ACL 2025 The Master Key Filters Hypothesis: Deep Filters Are General AAAI 2025 Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems CVPR 2025 TinyFoA: Memory Efficient Forward-Only Algorithm for On-Device Learning AAAI 2025 TMATH A Dataset for Evaluating Large Language Models in Generating Educational Hints for Math Word Problems COLING 2025 Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism AAAI 2025 Towards Harmonized Uncertainty Estimation for Large Language Models ACL 2025 Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding EMNLP 2025 Transfer Learning in Financial Time Series with Gramian Angular Field (Student Abstract) AAAI 2025 Truncated Gaussian Policy for Debiased Continuous Control AAAI 2025 Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 2025 Unifying Streaming and Non-streaming Zipformer-based ASR ACL 2025 Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search ICLR 2025