Machine Learning

Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints ICLR 2025 Beyond the Destination: A Novel Benchmark for Exploration-Aware Embodied Question Answering ICCV 2025 Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning EMNLP 2025 Beyond the Leaderboard: Understanding Performance Disparities in Large Language Models via Model Diffing EMNLP 2025 Beyond the Limits: Overcoming Negative Correlation of Activation-Based Training-Free NAS ICCV 2025 Beyond the Map: Learning to Navigate Unseen Urban Dynamics Using Diffusion-Guided Deep Reinforcement Learning IJCAI 2025 Beyond the Mode: Sequence-Level Distillation of Multilingual Translation Models for Low-Resource Language Pairs NAACL 2025 Beyond the Permutation Symmetry of Transformers: The Role of Rotation for Model Fusion ICML 2025 Beyond the Rubric: Cultural Misalignment in LLM Benchmarks for Sexual and Reproductive Health AACL 2025 Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset NAACL 2025 Beyond the Scientific Document: A Citation-Aware Multi-Granular Summarization Approach with Heterogeneous Graphs EMNLP 2025 Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025 Beyond the Surface: A Solution-Aware Retrieval Model for Competition-level Code Generation EMNLP 2025 Beyond the Tip of Efficiency: Uncovering the Submerged Threats of Jailbreak Attacks in Small Language Models ACL 2025 Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding ICCV 2025 Beyond Under-Alignment: Atomic Preference Enhanced Factuality Tuning for Large Language Models NAACL 2025 Beyond Verbal Cues: Emotional Contagion Graph Network for Causal Emotion Entailment ACL 2025 Beyond Virtual Points: Depth-Enhanced LiDAR-only 3D Object Detection with Semi-Supervised Learning (Student Abstract) AAAI 2025 Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly Search ICCV 2025 Beyond WER: Probing Whisper’s Sub‐token Decoder Across Diverse Language Resource Levels EMNLP 2025 Beyond Words: Augmenting Discriminative Richness via Diffusions in Unsupervised Prompt Learning CVPR 2025 Beyond Worst-Case Online Classification: VC-Based Regret Bounds for Relaxed Benchmarks COLT 2025 Beyond Zero Initialization: Investigating the Impact of Non-Zero Initialization on LoRA Fine-Tuning Dynamics ICML 2025 BFS-Prover: Scalable Best-First Tree Search for LLM-based Automatic Theorem Proving ACL 2025 BF-STVSR: B-Splines and Fourier---Best Friends for High Fidelity Spatial-Temporal Video Super-Resolution CVPR 2025