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Optimization & Theory

7,804 papers (27 classified directly here)

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Papers (including subtopics)

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs’ Capability via Chart Editing ACL 2025 Circuit Complexity Bounds for RoPE-based Transformer Architecture EMNLP 2025 Circuit Stability Characterizes Language Model Generalization ACL 2025 Circuit-Tracer: A New Library for Finding Feature Circuits EMNLP 2025 CLaSp: In-Context Layer Skip for Self-Speculative Decoding ACL 2025 Classic Video Denoising in a Machine Learning World: Robust, Fast, and Controllable CVPR 2025 CLEME2.0: Towards Interpretable Evaluation by Disentangling Edits for Grammatical Error Correction ACL 2025 ClusterAttn: KV Cache Compression under Intrinsic Attention Clustering ACL 2025 CodeArena: Evaluating and Aligning CodeLLMs on Human Preference EMNLP 2025 CodecNeRF: Toward Fast Encoding and Decoding, Compact, and High-quality Novel-view Synthesis AAAI 2025 Coeff-Tuning: A Graph Filter Subspace View for Tuning Attention-Based Large Models CVPR 2025 CogniBench: A Legal-inspired Framework and Dataset for Assessing Cognitive Faithfulness of Large Language Models ACL 2025 CoMMIT: Coordinated Multimodal Instruction Tuning EMNLP 2025 Comparative Knowledge Distillation WACV 2025 Comparing LLMs and BERT-based Classifiers for Resource-Sensitive Claim Verification in Social Media ACL 2025 Complexity Experts are Task-Discriminative Learners for Any Image Restoration CVPR 2025 Composable Cross-prompt Essay Scoring by Merging Models EMNLP 2025 Compression of 3D Gaussian Splatting with Optimized Feature Planes and Standard Video Codecs ICCV 2025 Computational Limits of Low-Rank Adaptation (LoRA) Fine-Tuning for Transformer Models ICLR 2025 Compute Optimal Scaling of Skills: Knowledge vs Reasoning ACL 2025 ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning EMNLP 2025 ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models EMNLP 2025 Confounding Factors in Relating Model Performance to Morphology EMNLP 2025 Conical Visual Concentration for Efficient Large Vision-Language Models CVPR 2025 ConsistencyChecker: Tree-based Evaluation of LLM Generalization Capabilities ACL 2025