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

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Papers (including subtopics)

Decoding Text Spans for Efficient and Accurate Named-Entity Recognition ACL 2026 Decompose, Mix, Adapt: A Unified Framework for Parameter-Efficient Neural Network Recombination and Compression CVPR 2026 DeepSemantics at SemEval-2026 Task 9: Label-Wise Optimization with Adaptive Focal Loss for Polarization Manifestation Identification SemEval 2026 Defending Unauthorized Model Merging via Dual-Stage Weight Protection CVPR 2026 DeltaQuant: 4-bit Video Diffusion Models with Spatiotemporal Delta Smoothing CVPR 2026 Denoising as Path Planning: Training-Free Acceleration of Diffusion Models with DPCache CVPR 2026 Denoising, Fast and Slow: Difficulty-Aware Adaptive Sampling for Image Generation CVPR 2026 DiffBMP: Differentiable Rendering with Bitmap Primitives CVPR 2026 Differentiable Laplacian Matrix Guided Superpixel Segmentation CVPR 2026 Differentiable Vector Quantization for Rate-Distortion Optimization of Generative Image Compression CVPR 2026 DisCa: Accelerating Video Diffusion Transformers with Distillation-Compatible Learnable Feature Caching CVPR 2026 Domain Sensitive Federated Learning with Fisher-Informed Pruning CVPR 2026 Don’t Adapt Small Language Models for Tools; Adapt Tool Schemas to the Models ACL 2026 Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism ACL 2026 DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation ACL 2026 Dropping Anchor and Spherical Harmonics for Sparse-view Gaussian Splatting CVPR 2026 DTC-WSI: Dynamic Token Compression for Whole-Slide Images MIDL 2026 Dual Graph Regularized Deep Unfolding Network for Guided Depth Map Super-resolution CVPR 2026 DuetMerging: Synergizing Dynamic and Static Strategies for Mitigating Task Interference in Model Merging CVPR 2026 DUET-VLM: Dual stage Unified Efficient Token reduction for VLM Training and Inference CVPR 2026 Dynamic Momentum Recalibration in Online Gradient Learning CVPR 2026 Dynamics-Aware Preference Optimization for Vision-Language Models CVPR 2026 EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving ACL 2026 EdgeFormer: Latency-Aware Collaborative Multi-Head Attention of Transformer Inference in Edge Networks ACL 2026 Edge-RecViT: Efficient Vision Transformer via Semantic-Refined Dynamic Recursion CVPR 2026