conftrace_

Optimization & Theory

7,804 papers (27 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Optimization (1,960) Model Compression (1,896) Efficient Computing (1,780) Theory (1,239) Neural Network Optimization (1,004) Evaluation (533) Regularization (177) Loss Functions (157) Interpretability (128) Stochastic Methods (119) Generalization (115) Sparse Optimization (25)

Papers per year

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16

9

25

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295

436

675

803

1,010

944

1,346

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Papers (including subtopics)

Libra-Merging: Importance-redundancy and Pruning-merging Trade-off for Acceleration Plug-in in Large Vision-Language Model CVPR 2025 LIFBench: Evaluating the Instruction Following Performance and Stability of Large Language Models in Long-Context Scenarios ACL 2025 Lifting the Veil on Visual Information Flow in MLLMs: Unlocking Pathways to Faster Inference CVPR 2025 Light-T2M: A Lightweight and Fast Model for Text-to-motion Generation AAAI 2025 LightThinker: Thinking Step-by-Step Compression EMNLP 2025 Lightweight and Fast Real-time Image Enhancement via Decomposition of the Spatial-aware Lookup Tables ICCV 2025 Lightweight Dataset Pruning without Full Training via Example Difficulty and Prediction Uncertainty ICML 2025 Lightweight Front-end Enhancement for Robust ASR via Frame Resampling and Sub-Band Pruning Interspeech 2025 Lightweight Safety Guardrails Using Fine-tuned BERT Embeddings COLING 2025 Linear Combination of Saved Checkpoints Makes Consistency and Diffusion Models Better ICLR 2025 LIPIDS: Learning-Based Illumination Planning in Discretized (Light) Space for Photometric Stereo WACV 2025 LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation EMNLP 2025 LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models ICCV 2025 LLM-as-an-Interviewer: Beyond Static Testing Through Dynamic LLM Evaluation ACL 2025 LLM×MapReduce: Simplified Long-Sequence Processing using Large Language Models ACL 2025 LLMs can be easily Confused by Instructional Distractions ACL 2025 LLMs Don’t Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations EMNLP 2025 LLMs on a Budget? Say HOLA EMNLP 2025 LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025 LMO: Linear Mamba Operator for MRI Reconstruction CVPR 2025 LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding EMNLP 2025 Locality-aware Gaussian Compression for Fast and High-quality Rendering ICLR 2025 Localized Concept Erasure for Text-to-Image Diffusion Models Using Training-Free Gated Low-Rank Adaptation CVPR 2025 Locally Optimal Descent for Dynamic Stepsize Scheduling AISTATS 2025 Logit Space Constrained Fine-Tuning for Mitigating Hallucinations in LLM-Based Recommender Systems EMNLP 2025