Unified Framework

Follow this field Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this field, kept on the site without email delivery.

Period ending 2026-09-21

9 new papers

A weekly snapshot of new work published in Unified Framework.

Period ending 2026-09-14

4 new papers

A weekly snapshot of new work published in Unified Framework.

Inside this field

Focused directions

Focused topic

Unified Framework

Within Unified Framework

146 papersExplore

Focused topic

Unison

Within Unified Framework

71 papersExplore

Focused topic

Unified

Within Unified Framework

59 papersExplore

271 papers

Latest in Unified Framework

Browse all topics →

A General Framework for Dynamic Consistent Submodular Maximization
Jun 3, 2026Paul Dütting, Federico Fusco, Silvio Lattanzi +3Submodular Maximization Approximation Algorithms
WAM-Nav: Asymmetric Latent World-Action Modeling for Unified Visual Navigation
Jun 3, 2026Ning Yang, Yan Huang, Kaiwen Peng +9Object Goal Navigation Menu
UniFair: A unified fair clustering approach based on separation and compactness
Jun 3, 2026Antonia Karra, Vasiliki Papanikou, Georgios Vardakas +2Fairness-Aware Learning Image Clustering
StandardE2E: A Unified Framework for End-to-End Autonomous Driving Datasets
Jun 2, 2026Stepan KonevNaturalistic Driving Data Waymo Open Motion Dataset
Tree-Guided Identify-Then-Exploit: A Unified Framework of Best Arm Identification and Regret Minimization for Dueling Bandits
Jun 1, 2026Pu Wang, Yao-Xiang DingBandits Linear Regret
UniVocal: Unified Speech-Singing Code-Switching Synthesis
Jun 1, 2026Yufei Shi, Qian Chen, Wen Wang +3Singing Voice Conversion Zero-Shot Text-To-Speech
AlbedoEdit: Unified Instance-Level Video Editing with Albedo Guidance
May 31, 2026Xilong Zhou, Bao-Huy Nguyen, Zheng Zeng +6Video Editing Rgb-Depth Cameras
DiffuSent: Towards a Unified Diffusion Framework for Aspect-Based Sentiment Analysis
May 31, 2026Shu Long, Yanglei Gan, Xuchuan ZhouSentiment Analysis Autoregressive Diffusion
OneVLA: A Unified Framework for Embodied Tasks
May 31, 2026Lingfeng Zhang, Xiaoshuai Hao, Yingbo Tang +10Vision-Language-Action Models Intelligence
Decoupled Residual Denoising Diffusion Models for Unified and Data Efficient Image-to-Image Translation
May 31, 2026Ziyue Lin, Jiahe Hou, Hongyu Xia +6Image-To-Image Translation Harmonization
$τ_0$ -WM: A Unified Video-Action World Model for Robotic Manipulation
May 31, 2026Pengfei Zhou, Shengcong Chen, Di Chen +17Efficient World-Action Model Video World Models
UME: A Unified Meta-Generalization Framework for Cross-Domain ETA
May 31, 2026Duo Wang, Qiong Wu, Jianguo Wu +9Last Mile Meta-Learning
Normalized Relevance Measure as a Unifying Framework to Explain Neural Network Latent Structures
May 30, 2026Ping Xiong, Thomas Schnake, Grégoire Montavon +2Explainability Explainable Artificial Intelligence
UniPinRec: Unifying Generative Retrieval and Ranking at Pinterest Scale
May 29, 2026Hanyu Li, Yi-Ping Hsu, Aditya Mantha +17Ranking Cross-Attention
UNISON: A Unified Sound Generation and Editing Framework via Deep LLM Fusion
May 29, 2026Zhaoqing Li, Haoning Xu, Jingran Su +9Audio Latent Unison
UF-AMA: A unified framework for cross-domain emotion recognition via adaptive multimodal alignment
May 29, 2026Zheng Wang, Shuo Wang, Junhong WangEmotion Recognition Cross-Modal Fusion
Redefining Instance Matching: A Unified Framework for Part-Aware Matching in Panoptic Segmentation Evaluation
May 29, 2026Erik Großkopf, Soumya Snigdha Kundu, Hendrik Möller +9Panoptic Segmentation Feature Matching
UniRTL: Unifying Code and Graph for Robust RTL Representation Learning
May 29, 2026Yi Liu, Hongji Zhang, Lei Chen +2Flexible Register Transfer Level Design Automation Register Transfer Level
UniScale: Adaptive Unified Inference Scaling via Online Joint Optimization of Model Routing and Test-Time Scaling
May 29, 2026Kaiyu Huang, Xingyu Wang, Mingze Kong +6LLM Inference Efficiency Test-Time Scaling
Cross-Layer Subspace Coupling for LLM Compression: A Unifying Framework and Its Empirical Limits
May 29, 2026Snigdha Chandan KhilarLarge Language Model Compression Cross-Layer Interactions
Unlearning in Diffusion Models: A Unified Framework with KL Divergence and Likelihood Constraints
May 29, 2026Shervin Khalafi, Alejandro Ribeiro, Dongsheng DingSeveral Approximate Unlearning Strategies Unlearning Aims
Geodesics with Unified Tangent-constrained Priors and Curvature Regularization
May 28, 2026Chong Di, Li Liu, Jinglin Zhang +3Geodesic Curvature
Score Broadcast and Decorrelation: A General Framework for Broadcast-Based Credit Assignment
May 28, 2026Mustafa Uzun, Mete Erdogan, Cengiz Pehlevan +1Loss Function Credit Assignment
A Unified Framework for Gradient Aggregation in Multi-Objective Optimization
May 28, 2026Zeou Hu, Kelvin Ho, Yaoliang YuMulti-Objective Optimization Convex Sets
OmniCD: A Foundational Framework for Remote Sensing Image Change Detection Guided by Multimodal Semantics
May 28, 2026Chenhao SunChange Detection Remote Sensing
MOOSE-Copilot: A Web-Based Interactive Assistant for Unified Exploratory and Fine-Grained Scientific Hypothesis Discovery
May 28, 2026Hongran An, Zonglin YangHypothesis Generation Scientific Discovery
When RL Suppresses Its Own Vocabulary: Recovering Reasoning Diversity in Puzzle-to-Math Transfer
May 28, 2026Mayug Maniparambil, Arjun Karuvally, Terrence Sejnowski +1Large Language Model Reasoning Reinforcement Learning With Verifiable Reward
DiscoForcing: A Unified Framework for Real-Time Audio-Driven Character Control with Diffusion Forcing
May 27, 2026Kaiyang Ji, Bingsheng Qian, Binghuan Wu +3Duet Real-Time Systems
Geometry of Relaxed Fair Regression: A Unified Framework for Aware and Unaware Settings
May 27, 2026M. Generali Lince, V. Divol, R. Flamary +2Fairness-Aware Learning Disparities
UniACE: A Unified Framework for Evaluating LLM Agentic Capabilities
May 27, 2026Pengyu Zhu, Lijun Li, Yaxing Lyu +8Agentic Evaluations Large Language Model Evaluation
Many Logics, One Methodology: A Plea for Logical Pluralism in Formalised Reasoning (preprint)
May 26, 2026Christoph Benzmüller, Daniel Kirchner, Luca PasettoModal Logic Propositions
Uniboost: Global Coordination with Value Alignment for Fair and Efficient Traffic Allocation
May 26, 2026Ge Fan, Nan Zhao, Kai Meng +6Recommendation Global Coordination
Universal Activation Verbalizer: A Unified Framework for Cross-Model Activation Explanation
May 25, 2026Haiyan Zhao, Zirui He, Guanchu Wang +3Verbalization Model Activations
ClueAegis: Heuristic-to-Reasoning Cognitive-skill Learning for Unified Evidence-based Synthetic Image Detection
May 24, 2026Huangsen Cao, Hongkang Chu, Yuxi Li +6Synthetic Image Detection Visual Evidence
Filtered Posterior Mean Collections: A Unified Framework for Analytical Models of Diffusion Generalization
May 22, 2026Matthew Niedoba, Berend Zwartsenberg, Frank WoodPosterior Spatial Patching
DefocusTrackerAI -- A Generalized Framework for the Automatic Detection of Defocused Particle Images
May 22, 2026Gonçalo Coutinho, Ana S. Moita, António L. N. Moreira +1Deep Learning Framework Automatic Identification System
UniSRM: A Unified Speech Reward Model for Reasoning-Based Fine-grained Assessment
May 22, 2026Yuanyuan Wang, Dongchao Yang, Yayue Deng +4Speech Evaluation Mean Opinion Scores
The Efficiency Frontier: A Unified Framework for Cost-Performance Optimization in LLM Context Management
May 21, 2026Binqi Shen, Lier Jin, Hanyu Cai +2Context Compression Token Communications
UniVL: Unified Vision-Language Embedding for Spatially Grounded Contextual Image Generation
May 20, 2026Jiayun Wang, Yu Wang, Weijie Gan +2Image Generation Vision-Language
PhysX-Omni: Unified Simulation-Ready Physical 3D Generation for Rigid, Deformable, and Articulated Objects
May 20, 2026Ziang Cao, Yinghao Liu, Haitian Li +5Physics Simulation Real3D-Ad Datasets
A Unified Framework for Uncertainty-Aware Explainable Artificial Intelligence: A Case Study in Power Quality Disturbance Classification
May 20, 2026Yinsong Chen, Samson S. Yu, Zhong Li +1Bayesian Neural Networks Unified Framework
SmoCap: Unified Scale-Pose Canonicalization with Proxy-Mapped Trust-Region QP
May 20, 2026Shihao Li, Naohiko SugitaMotion Capture Neural Scaling Laws
Spectral Souping: A Unified Framework for Online Preference Alignment
May 19, 2026Yinlam Chow, Guy Tennenholtz, Ted Yun +4Preference Alignment Large Language Model Adaptation
UniRefiner: Teaching Pre-trained ViTs to Self-Dispose Dross via Contrastive Register
May 19, 2026Congpei Qiu, Zhaoyu Hu, Wei Ke +3Self-Supervised Vision Transformers Vision Transformer
A Unified Framework for Structure-Aware Clustering and Heterogeneous Causal Graph Learning
May 19, 2026Honglin Du, Muxuan Liang, Xiang ZhongCausal Graph Directed Acyclic Graph
D-Convexity: A Unified Differentiable Convex Shape Prior via Quasi-Concavity for Data-driven Image Segmentation
May 19, 2026Shengzhe Chen, Hao YanRobust Segmentation Convex Sets
A Unified Framework for Structured Flow Modeling: From Representation to Verification and Model Discovery
May 18, 2026Diego CasadeiVector Fields Unified Framework
A Unified Framework for Data-Free One-Step Sampling via Wasserstein Gradient Flows
May 18, 2026Chenguang Wang, Tianshu YuWasserstein Gradient Flows Diffusion Sampling
UniAlign: A Model-Agnostic Framework for Robust Network Traffic Classification under Distribution Shifts
May 17, 2026Tongze Wang, Xiaohui Xie, Wenduo Wang +2Distribution Shifts Network Traffic
TextClusterLab: An Integrated Framework for Reliable Text Clustering Studies
May 17, 2026Daoming Wan, Yizheng Huang, Jimmy X. HuangTextual Dataset Benchmark Datasets
Bridging Data Trials and Task Barriers: A Unified Framework for Sketch Biometric Identification
May 17, 2026Decheng Liu, Bin Hu, Xinbo Gao +4Biometrics Sketches
OProver: A Unified Framework for Agentic Formal Theorem Proving
May 17, 2026David Ma, Kaijing Ma, Shawn Guo +7Theorem Formalization
Charon: A Unified and Fine-Grained Simulator for Large-Scale LLM Training and Inference
May 16, 2026Mengtian Yang, Zhekun Zhang, Mingheng Wu +3Large Models Large Language Model Performance
ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents
May 15, 2026Chinmay Savadikar, Mingyu Zhao, Yuanzheng Zhu +5Footsiesgym Physics Simulation
Segmentation, Detection and Explanation: A Unified Framework for CT Appearance Reasoning
May 15, 2026Yuyuan Liu, Can Peng, Yingyu Yang +3Computed Tomography Dataset Medical Vision-Language Models
$α$ -TCAV: A Unified Framework for Testing with Concept Activation Vectors
May 15, 2026Ekkehard Schnoor, Jawher Said, Malik Tiomoko +2Explainability Unified Framework
VCG-Bench: Towards A Unified Visual-Centric Benchmark for Structured Generation and Editing
May 15, 2026Xiaoyan Su, Peijie Dong, Zhenheng Tang +8Diagrams Diagnostic Benchmark
UniTriGen: Unified Triplet Generation of Aligned Visible-Infrared-Label for Few-Shot RGB-T Semantic Segmentation
May 14, 2026Ping Zhou, Haoyu Wang, Mengmeng Zheng +4Large-Scale Image Generation 3D Generative Models
WildPose: A Unified Framework for Robust Pose Estimation in the Wild
May 12, 2026Jianhao Zheng, Liyuan Zhu, Zihan Zhu +1Simultaneous Localization And Mapping Unified Framework
A Unified Framework for Critical Scaling of Inverse Temperature in Self-Attention
May 12, 2026Tomohiro Hayase, Ryo KarakidaSoftmax Attention Gumbel-Softmax Relaxation

Jun 3, 2026 · cs.DSJ/K move · Enter open · S save

A General Framework for Dynamic Consistent Submodular Maximization

Paul Dütting, Federico Fusco, Silvio Lattanzi, Ashkan Norouzi-Fard+2

1Google Research · 2Dept. of Computer, Control and Management Engineering, Sapienza University of Rome · 3EPFL

Consistency is an important property in dynamic submodular maximization and entails maintaining a near-optimal solution at all times, making only a small number of adjustments to the solution in each step. Prior work has explored this question for the insertion-only case, where the algorithm faces a stream of

n

insertions, and has established lower and upper bounds for the cardinality-constrained version of the problem. We consider this question in the fully dynamic setting, where the stream of operations may contain both insertions and deletions. We develop a general framework for designing algorithms for this setting, and instantiate it to obtain the first constant-factor approximations with sublinear consistency. For cardinality constraints, we propose a

\frac 12 - O(\varepsilon)

approximation that is

O\left(\frac{1}{\varepsilon^2}\right)

consistent. For rank-

k

matroid constraints, we construct a

\frac 14 - O(\varepsilon)

approximation to the dynamic optimum that is

O\left(\frac{\log k}{\varepsilon^2}\right)

consistent.

Submodular Maximization Approximation Algorithms Cardinality Unified Framework

Open paper Ask about it PDF