Optimization & Theory
7,804 papers (27 classified directly here)
Subtopics · a paper can sit in several, so these overlap
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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'25
Papers (including subtopics)
Inference-Scale Complexity in ANN-SNN Conversion for High-Performance and Low-Power Applications
CVPR 2025
Inference-Time Diffusion Model Distillation
ICCV 2025
InfiniSST: Simultaneous Translation of Unbounded Speech with Large Language Model
ACL 2025
Infinite Width Limits of Self Supervised Neural Networks
AISTATS 2025
Information Locality as an Inductive Bias for Neural Language Models
ACL 2025
Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking
ACL 2025
Instance-Wise Monotonic Calibration by Constrained Transformation
UAI 2025
Integral Fast Fourier Color Constancy
CVPR 2025
Integrating Independent Layer-Wise Rank Selection with Low-Rank SVD Training for Model Compression: A Theory-Driven Approach
IJCAI 2025
Interpretability Analysis of Arithmetic In-Context Learning in Large Language Models
EMNLP 2025
Interpretable Image Classification via Non-parametric Part Prototype Learning
CVPR 2025
Interpret and Improve In-Context Learning via the Lens of Input-Label Mappings
ACL 2025
Interpreting Object-level Foundation Models via Visual Precision Search
CVPR 2025
IPR: Intelligent Prompt Routing with User-Controlled Quality-Cost Trade-offs
EMNLP 2025
Iterative Layer Pruning for Efficient Translation Inference
EMNLP 2025
IterIS: Iterative Inference-Solving Alignment for LoRA Merging
CVPR 2025
ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection
AAAI 2025
JAQ: Joint Efficient Architecture Design and Low-Bit Quantization with Hardware-Software Co-Exploration
AAAI 2025
Joint Gradient Balancing for Data Ordering in Finite-Sum Multi-Objective Optimization
ICLR 2025
JoPA: Explaining Large Language Model’s Generation via Joint Prompt Attribution
ACL 2025
JSON Whisperer: Efficient JSON Editing with LLMs
EMNLP 2025
Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?
ACL 2025
JuStRank: Benchmarking LLM Judges for System Ranking
ACL 2025
KeyGS: A Keyframe-Centric Gaussian Splatting Method for Monocular Image Sequences
AAAI 2025
K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs
CVPR 2025