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

8

7

12

6

16

9

25

48

45

60

94

150

295

436

675

803

1,010

944

1,346

1,352

463

'10

'15

'20

'25

Papers (including subtopics)

Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation ACL 2025 Beyond Manual Transcripts: The Potential of Automated Speech Recognition Errors in Improving Alzheimer’s Disease Detection Interspeech 2025 Beyond Skip Connection: Pooling and Unpooling Design for Elimination Singularities AAAI 2025 Beyond Text Compression: Evaluating Tokenizers Across Scales ACL 2025 Beyond the Surface: Measuring Self-Preference in LLM Judgments EMNLP 2025 BIG-Bench Extra Hard ACL 2025 BIGE : Biomechanics-informed GenAI for Exercise Science L4DC 2025 BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference AAAI 2025 BiLoRA: Almost-Orthogonal Parameter Spaces for Continual Learning CVPR 2025 Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing CVPR 2025 Binarized Neural Network for Multi-spectral Image Fusion CVPR 2025 Binary Event-Driven Spiking Transformer IJCAI 2025 Bit-Flip Error Resilience in LLMs: A Comprehensive Analysis and Defense Framework EMNLP 2025 BitNet: 1-bit Pre-training for Large Language Models JMLR 2025 Bitnet.cpp: Efficient Edge Inference for Ternary LLMs ACL 2025 BitTTS: Highly Compact Text-to-Speech Using 1.58-bit Quantization and Weight Indexing Interspeech 2025 Black-box Optimization with Unknown Constraints via Overparameterized Deep Neural Networks UAI 2025 Block Circulant Adapter for Large Language Models IJCAI 2025 BlockDance: Reuse Structurally Similar Spatio-Temporal Features to Accelerate Diffusion Transformers CVPR 2025 BlockPruner: Fine-grained Pruning for Large Language Models ACL 2025 BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices CVPR 2025 Blurry-Edges: Photon-Limited Depth Estimation from Defocused Boundaries CVPR 2025 Bone Soups: A Seek-and-Soup Model Merging Approach for Controllable Multi-Objective Generation ACL 2025 Boost Embodied AI Models with Robust Compression Boundary IJCAI 2025 Boosting Long-Context Information Seeking via Query-Guided Activation Refilling ACL 2025