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Optimization & Theory

7,804 papers (27 classified directly here)

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Papers (including subtopics)

TR-PTS: Task-Relevant Parameter and Token Selection for Efficient Tuning ICCV 2025 Truncated Consistency Models ICLR 2025 TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025 TUNA: Comprehensive Fine-grained Temporal Understanding Evaluation on Dense Dynamic Videos ACL 2025 Tuning the Frequencies: Robust Training for Sinusoidal Neural Networks CVPR 2025 TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text EMNLP 2025 Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling ACL 2025 TWIST: Text-encoder Weight-editing for Inserting Secret Trojans in Text-to-Image Models ACL 2025 Two Steps from Hell: Compositionality on Chemical LMs EMNLP 2025 Two-stream Beats One-stream: Asymmetric Siamese Network for Efficient Visual Tracking AAAI 2025 UFID: A Unified Framework for Black-box Input-level Backdoor Detection on Diffusion Models AAAI 2025 Ultra-Sparse Memory Network ICLR 2025 U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills in Large Language Models ACL 2025 Unanswerability Evaluation for Retrieval Augmented Generation ACL 2025 UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation EMNLP 2025 Understanding Flatness in Generative Models: Its Role and Benefits ICCV 2025 Understanding Silent Data Corruption in LLM Training ACL 2025 Understanding the Effect of GCN Convolutions in Regression Tasks AISTATS 2025 Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models ACL 2025 UniICL: An Efficient ICL Framework Unifying Compression, Selection, and Generation ACL 2025 UniPCGC: Towards Practical Point Cloud Geometry Compression via an Efficient Unified Approach AAAI 2025 Unique Hard Attention: A Tale of Two Sides ACL 2025 UNLEARN Efficient Removal of Knowledge in Large Language Models NAACL 2025 Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers AAAI 2025 Unlocking the Potential of Lightweight Quantized Models for Deepfake Detection IJCAI 2025