Optimization Landscape

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5 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

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  1. A Flexible and Generic Approach for Explainable Landscape Analysis and the pyXla Toolbox

    Oct 5, 2026Tony Ombaso, Anna S. Bosman, Arnaud Liefooghe +2Optimization Landscape

    Department of Computer Science, University of Pretoria, Pretoria, South Africa · African Institute for Data Science and Artificial Intelligence (AfriDSAI), University of Pretoria, Pretoria, South Africa · Univ. Littoral Cˆote d’Opale, UR 4491, LISIC, F-62100 Calais, France +1

  2. StabilityArc: Decoding Protein Sequence Embeddings into Generalizable Stability Landscapes

    Sep 30, 2026Aaron L. Feller, Andrew D. Ellington, Claus O. WilkeProteinLattice Mutation

    The University of Texas at Austin Interdisciplinary Life Sciences · The University of Texas at Austin Integrative Biology

  3. Adaptive Rotation for iSOMA: Geometry, Benchmarking, and Noise Robustness in Variational Quantum Objectives

    Sep 29, 2026Vojtěch Novák, Ivan ZelinkaVariational Quantum AlgorithmsOptimization Landscape

    Department of Computer Science, Faculty of Electrical Engineering and Computer Science, VSB-Technical University of Ostrava, Ostrava, Czech Republic. · IT4Innovations National Supercomputing Center, VSB-Technical University of Ostrava, Ostrava, 708 00, Czech Republic. · Department of Informatics and Statistics, Marine Research Institute, Klaipeda University, Klaipeda, Lithuania.

  4. RLVR landscapes for iterated multiplications can be benign: Insights from spin-glass theory

    Sep 23, 2026Noa Rubin, Zohar RingelReinforcement Learning With Verifiable RewardVerifiable Rewards

    Racah Institute of Physics The Hebrew University of Jerusalem

  5. Learning to Optimize UAV Path Planning for Data Sensing in Wireless Sensor Networks

    Sep 15, 2026Sijie Ma, Zeyuan Ma, Weijia Cao +4Unmanned Aerial Vehicle TrajectoriesPath Planning

    South China University of Technology · South China Normal University · Information Research Institute, CAS +2

  6. Adaptively Incorporating Directional Hints into Zeroth-Order Optimization

    Sep 8, 2026Alexander Ryabchenko, Jian Qian, Wenlong MouZeroth-Order OptimizationZeroth-Order

    University of Toronto and Vector Institute · University of Hong Kong

  7. PRISM: A Predictive Protocol for Permutation Optimization via Landscape Diagnostics

    Aug 8, 2026Blessings MambwePermutationOptimization Landscape

    ML Collective

  8. Impacts of Single-objective Landscapes on Multi-objective Optimization

    Aug 4, 2026Shoichiro Tanaka, Keiki Takadama, Hiroyuki SatoMulti-Objective OptimizationOptimization Landscape

    Graduate School of Information and Engineering Sciences The University of Electro-Communications 1-5-1 Chofugaoka, Chofu, Tokyo, 182-8585 JAPAN

  9. An Evolutionary Algorithm Assisted by an Ensemble of Pareto-Optimal Surrogate Models

    Aug 3, 2026Kei Nishihara, Yaochu Jin, Masaya NakataEvolutionary OptimizationSurrogate Models

    Organization for the Promotion of Education, Yokohama National University, Yokohama 2408501, Japan · School of Engineering, Westlake University, Hangzhou 310030, China · Faculty of Engineering, Yokohama National University, Yokohama 2408501, Japan

  10. An Insight on Evaluation Metrics Under the Imbalanced Case of Anomaly Detection

    Jul 24, 2026Romain Hermary, Nesryne Mejri, Djamila AouadaAnomaly ScoreGraph Anomaly Detection

    CVI2, University of Luxembourg Luxembourg, Luxembourg

  11. LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation

    Jul 12, 2026Jinyang Du, Hao Ma, Xiaohu Shi +4Symbolic RegressionSurrogate Models

    College of Computer Science and Technology, Jilin University, Changchun, China · School of Big Data and Artificial Intelligence, Guangdong University of Finance and Economics, Guangzhou, China · Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, China +2

  12. Sampling on Random Subspaces under Limited Data in the Context of Exploratory Landscape Analysis

    Jul 8, 2026Iván Olarte Rodríguez, Anja Jankovic, Thomas Bäck +1Optimization LandscapeOptimal Design

    Leiden Institute of Advanced Computer Science (LIACS), Leiden University, The Netherlands · RWTH Aachen University, Germany

  13. On the Convergence of Self-Improving Online LLM Alignment

    Jun 30, 2026Xudong Wu, Pangpang Liu, Vaneet Aggarwal +1Large Language Model AlignmentConvergence

    The University of Hong Kong, Hong Kong SAR · Yale University, New Haven, CT, USA · Purdue University, West Lafayette, IN, USA

  14. Approximating velocity fields with planted attractors via Neural-ODEs for classification purposes

    Jun 22, 2026Feliciano Giuseppe Pacifico, Duccio Fanelli, Lorenzo Buffoni +3Neural Ordinary Differential EquationsAttractors

    Department of Informatics and Computer Science, University of Pisa, Italy · Department of Physics and Astronomy, University of Florence, Sesto Fiorentino, Italy · INFN, Italy

  15. Runtime Analysis of the (μ+1)(μ+ 1)-ES in a Homogenous Progress Model

    Jun 11, 2026Johannes Lengler, Raghu Raman RaviOptimization LandscapeGrowth

    Eidgenössische Technische Hochschule Zürich, Switzerland

  16. Two-Layer Linear Auto-Regressive Models Estimate Latent States

    Jun 10, 2026Yahya Sattar, Sunmook Choi, Leo Maynard-Zhang +3Autoregressive ModelExtended Kalman Filter

    Cornell · U Washington · Imperial College London +1

  17. PROBE-Web: An Interactive System for Probing Evaluation Landscapes of Knowledge Graph Completion Models

    Jun 8, 2026Sooho Moon, Yunyong KoKnowledge Graph CompletionWeb

    Chung-Ang University Seoul, Korea

  18. Combinatorial Landscape Analysis for Dominating Set and Vertex Coloring

    Jun 5, 2026Johanna Gasse, Antonia Heinen, Felix Knöfel +2Optimization LandscapeMaximum Independent Set

    Hasso Plattner Institute, Potsdam, Germany

  19. Don't Gamble, GAMBLe: An Analytical Framework for AI-Driven Research Systems

    Jun 1, 2026Marquita Ellis, Paul CastroOptimization LandscapeDiscovery

    IBM Research

  20. Evaluating Real-World Generalizability of Algorithm Selection Models

    Jun 1, 2026Gjorgjina Cenikj, Jakub Kudela, Eva Tuba +1Algorithm SelectionOptimization Landscape

    Computer Systems Department Jožef Stefan Institute Ljubljana, Slovenia · Brno University of Technology Brno, Czech Republic

  21. Beyond Pure Sampling: Hybrid Optimization Mechanisms for Non-Convex Model Predictive Control

    May 30, 2026Yuichiro Aoyama, Minchan Jung, Akash Ratheesh +1Model Predictive ControlModel-Free Reinforcement Learning

    School of Aerospace Engineering, Georgia Institute of Technology, Atlanta, GA, USA · Development Division, Komatsu Ltd., Tokyo, Japan · Department of Electrical and Computer Engineering, Inha University, Incheon, Republic of Korea

  22. Parallel Tempering Initial Sampling in Inference-Time Reward Alignment

    May 29, 2026Myeongjun Oh, Gwangho Kim, Sungyoon LeeAdaptive SamplingReward Gradients

    Department of Artificial Intelligence 2Department of Computer Science Hanyang University, Seoul, Korea

  23. On the Structural (Dis)Agreement of Landscape Representations in Black-Box Optimization

    May 27, 2026Sara Gjorgjieva, Eva Tuba, Barbara Koroušić Seljak +2Black-Box OptimizationOptimization Landscape

    Jožef Stefan Institute, Ljubljana, Slovenia · Sorbonne Université, CNRS, LIP6, Paris, France

  24. Self-Improvement Imitation with Biologically Guided Search for Protein Design Under Oracle Budgets

    May 26, 2026Ashima Khanna, Dominik GrimmProtein DesignQuality-Driven Selective Mutation

    Bioinformatics, Technical University of Munich, TUM Campus Straubing, 94315 Straubing, Germany · University of Applied Sciences Weihenstephan-Triesdorf, 94315 Straubing, Germany

  25. Emergence via Phase Transitions: Mechanism Landscapes and Universal Convergence Across Complex Systems

    May 25, 2026Truong Xuan KhanhEmergencePhase Transitions

    H&K Research Studio, Clevix LLC, Hanoi, Vietnam

  26. Implicit Binarization via Complex Phase Dynamics in Combinatorial Optimization

    May 23, 2026Khen Cohen, Mark Glass, Meir Feder +1Quadratic Unconstrained Binary OptimizationConvex Relaxation

    School of Physics and Astronomy, Tel Aviv University, Tel Aviv, Israel · School of Electrical and Computer Engineering, Tel Aviv University, Tel Aviv, Israel

  27. Learning Dynamic Stability Landscapes in Synchronization Networks

    May 22, 2026Christian Nauck, Junyou Zhu, Michael Lindner +1Network ScienceGraph Neural Networks

    Department of Complexity Science, Postdam Institute for Climate Impact Research, Potsdam, Germany · Machine Learning Group, Technical University of Berlin, 10587 Berlin, Germany · Department of Digital Transformation in Energy Systems, Institute of Energy Technology, Technical University of Berlin, Germany.

  28. Beyond Numerical Features: CNN-Driven Algorithm Selection via Contour Plots for Continuous Black-Box Optimization

    May 20, 2026Yiliang Yuan, Xiang Shi, Mustafa MisirBlack-Box OptimizationAlgorithm Selection

    Mohamed bin Zayed University of Artificial Intelligence, Masdar City, United Arab Emirates · Duke Kunshan University, Suzhou, China

  29. An Exterior Method for Nonnegative Matrix Factorization

    May 19, 2026Qiujing Lu, Tonmoy Monsoor, Ehsan Ebrahimzadeh +2Nonnegative Matrix FactorizationOptimization Modeling

    1ECE, UCLA · 2eBay Search Science Team

  30. Mapping the Fitness Landscape: A Structure-Guided Approach to Multi-Modal Optimization

    May 18, 2026Meng Xiang, Pei YanOptimization LandscapeEvolutionary Optimization

    University of Aizu Aizuwakamatsu, Japan

  31. Latent Heuristic Search: Continuous Optimization for Automated Algorithm Design

    May 16, 2026Cheikh Ahmed, Mahdi Mostajabdaveh, Zirui ZhouAutomated Heuristic DesignEvolutionary Search

    Huawei Technologies Canada, Burnaby, Canada

  32. The fitness landscape of social norms in social dilemmas

    May 13, 2026Maximilian Puelma TouzelGame TheorySocial Norms

    Mila - Quebec AI Institute Montréal, Canada

  33. Model-Driven Policy Optimization in Differentiable Simulators via Stochastic Exploration

    May 8, 2026Yuval Aroosh, Ayal TaitlerFrictive Policy OptimizationStochastic Exploration

    Department of Industrial Engineering and Management Ben-Gurion University of the Negev Beer Sheva, Israel

  34. Bifurcation Models: Learning Set-Valued Solution Maps with Weight-Tied Dynamics

    May 8, 2026Caleb Jore, Jialin LiuBifurcationAttractors

  35. TsallisPGD: Adaptive Gradient Weighting for Adversarial Attacks on Semantic Segmentation

    May 5, 2026Alexander Matyasko, Xin Lou, Indriyati Atmosukarto +1Efficient Semantic SegmentationSemantic Segmentation

    Singapore Institute of Technology, Singapore

  36. Novelty-Based Generation of Continuous Landscapes with Diverse Local Optima Networks

    Apr 23, 2026Kippei Mizuta, Shoichiro Tanaka, Shuhei Tanaka +1Optimization LandscapeEvolutionary Optimization

    The University of Fukuchiyama, Fukuchiyama, Kyoto, Japan

  37. Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data

    Apr 20, 2026Zhenwen Liang, Yujun Zhou, Sidi Lu +3Large Language Model Reinforcement LearningStochastic Exploration

    Tencent AI Lab · University of Notre Dame

  38. Does Dimensionality Reduction via Random Projections Preserve Landscape Features?

    Apr 14, 2026Iván Olarte Rodríguez, Anja Jankovic, Thomas Bäck +1Dimensionality ReductionOptimization Landscape

    Leiden Institute of Advanced Computer Science, Leiden University · Leiden, The Netherlands · RTWH Aachen University +1

  39. Q-BIOLAT: Binary Latent Protein Fitness Landscapes for QUBO-Based Optimization

    Mar 29, 2026Truong-Son HyQuadratic Unconstrained Binary OptimizationProtein

    Department of Computer Science, University of Alabama at Birmingham, Birmingham, Alabama, USA

  40. Precedence-Constrained Decision Trees and Coverings

    Feb 24, 2026Michał Szyfelbein, Dariusz DereniowskiNp-HardDecision Trees

    Gdańsk University of Technology, 80-233 Gdańsk, Poland

  41. The Optimization Landscape of Carathéodory Decomposition of Toeplitz Covariances

    Nov 3, 2025Daniel Busbib, Ami WieselCovarianceMaximum Likelihood

    School of Computer Science and Engineering, The Hebrew University of Jerusalem, Jerusalem 91904, Israel

  42. Nonlinear Dynamics In Optimization Landscape of Shallow Neural Networks with Tunable Leaky ReLU

    Oct 29, 2025Jingzhou LiuRectified Linear UnitNeurons

  43. Explainable Information Processing in Particle Swarm Optimization through Landscape and Search Behavior Analysis

    Sep 8, 2025Nitin Gupta, Bapi Dutta, Anupam YadavParticle Swarm OptimizationOptimization Landscape

    Department of Mathematics and Computing Dr. B. R. Ambedkar National Institute of Technology Jalandhar, Jalandhar - 144008, INDIA · Department of Computer Science University of Jaén, Jaén, SPAIN

  44. Ctrl-Z Sampling: Scaling Diffusion Sampling with Controlled Random Zigzag Explorations

    Jun 25, 2025Shunqi Mao, Wei Guo, Chaoyi Zhang +3Diffusion SamplingDenoising Trajectory

    School of Computer Science, The University of Sydney, Australia