Differentiable Relaxation

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Period ending 2026-09-14

3 new papers

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Period ending 2026-09-07

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56 papers

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  1. 3D Euler-Angle Orientation Control for Two-Ray Fading Mitigation in Maritime Air-to-Sea Communications

    Sep 11, 2026Mohammed Bajja, Abdoul Karim A. H. Saliah, Hajar El Hammouti +2Single-Antenna SystemsAttitude Control

  2. DiffLUT-Net: Differentiable Training of FPGA LUT Networks with Learnable Connectivity

    Sep 10, 2026Jiaqi Ye, Xinrui Gong, Jingcun Wang +3Field-Programmable Gate ArraysGraph Neural Network Inference

  3. Support Topology and Gradient Mixing in Sinkhorn Layers

    Sep 7, 2026Dylan FordeSinkhornDifferentiable Relaxation

  4. Differentiable Hybrid Modelling for Learning and Optimising Chemical Transport Processes from Experimental Data

    Sep 3, 2026Arthur Jessop, Mohammed Alsubeihi, Ben Moseley +1Chemical Process SystemsDifferentiable Relaxation

  5. Difference-of-Convex Regularization for Graph Learning by Differentiable Programming

    Aug 13, 2026Liping Tao, Chee Wei TanGraph LaplaciansGraph Learning

  6. Topological Feasibility Guarantees for Differentiable Predictive Control

    Aug 11, 2026Guangyu Wu, Ján DrgoňaModel Predictive ControlControl Barrier Functions

  7. LaPrune: Controllable Differentiable Sparsity at Million Scale

    Aug 4, 2026Jakub Antczak, Joanna Wojciechowicz, Łukasz Struski +1SparsityTop-K

  8. Open-DiffLoco: Open-Source Differentiable Learning for Deployable Blind Quadruped Locomotion

    Aug 3, 2026Martin OpatPerceptive Locomotion PoliciesDifferentiable Relaxation

  9. Online Optimization of Difference-of-Convex Compositions with Smooth Mappings

    Jul 21, 2026Jingwei Ji, Jong-Shi Pang, Renyuan XuConvex OptimizationDifferentiable Relaxation

  10. CoEvoP&R: Co-Evolving Placement Objectives with Routing Feedback via Large Language Models

    Jul 19, 2026Ruogu Chen, Weihua Xiao, Ramesh Karri +1Object PlacementLow-Latency Systems

  11. Differentiable Proxy Learning for Adaptive Quantization Control in H.264 Video Coding

    Jul 11, 2026Qihan Xu, Ivan V. BajićLow-Bit QuantizationRate-Distortion Theory

  12. SAD-LoRA: Spectral Alignment for Low-Rank Knowledge Distillation

    Jul 5, 2026Omer Tariq, Syed Muhammad Raza, Jeongbae SonDifferentiable Relaxation

  13. Smooth \%MinMax: A Differentiable Relaxation for Codon Harmonization

    Jul 4, 2026Yoonho Jeong, Hyunwoo Choi, Ryan Fernandez Medina Hariri +3Feature AlignmentDifferentiable Relaxation

  14. Diffeomorphic Optimization

    Jul 1, 2026Ludwig Winkler, Andrew Leaver-Fay, Joseph Kleinhenz +1Differentiable RelaxationProtein Design

  15. Escaping Iterative Parameter-Space Noise: Differentially Private Learning with a Hypernetwork

    Jun 25, 2026Naoki Nishikawa, Shokichi Takakura, Satoshi HasegawaDifferential PrivacyDp-Sgd

  16. TurboMPC: Fast, Scalable, and Differentiable Model Predictive Control on the GPU

    Jun 23, 2026Gabriel Bravo-Palacios, Jianghan Zhang, Zachary Pestrikov +2Model Predictive ControlDifferentiable Relaxation

  17. Elastic ODYN: Differentiable Optimization for Infeasible Control and Learning in Robotics

    Jun 15, 2026Aristotelis Papatheodorou, Jose Rojas, Ioannis Havoutis +1Quadratic ProgramsOptimal Control

  18. Differentiable Packing of Irregular 3D Objects with Adaptive Container Estimation

    Jun 15, 2026Palak Gupta, Shanmuganathan RamanShape OptimizationDifferentiable Relaxation

  19. FastMix: Fast Data Mixture Optimization via Gradient Descent

    Jun 12, 2026Haoru Tan, Sitong Wu, Yanfeng Chen +5Model PretrainingMixture Models

  20. Embedding Hybrid Systems into Continuous Latent Vector Fields

    Jun 9, 2026Sangli Teng, Hang Liu, Koushil SreenathNeural Ordinary Differential EquationsLatent Dynamics

  21. Beyond the Thin-Layer Limit: Differentiable Volumetric Training for Visible-Range Diffractive Neural Networks

    Jun 5, 2026Dineth Jayakody, Dushan N. WadduwageDiffractDifferentiable Relaxation

  22. DIFFRACT: Neuralized Utility Maximization for Wireless Networks by Differentiable Programming

    Jun 5, 2026Chee Wei Tan, Siya ChenWireless NetworksDifferentiable Relaxation

  23. DiffSlack: Learning under Nonlinear Inequality Constraints via Learnable Slack Variables

    Jun 3, 2026Ziqian Wang, Chenxi Fang, Zhen ZhangInequality ConstraintsDifferentiable Relaxation

  24. Building Generalization Into Behavior Generation Via Adaptive Compositions of Regularities

    May 29, 2026Aravind Battaje, Malte Bernhard, Vito Mengers +1Differentiable RelaxationRegularity

  25. Learning Multi-Agent Coordination via Sheaf-ADMM

    May 29, 2026Jeffrey Seely, Bartłomiej Cupiał, Llion JonesMulti-Agent CoordinationAlternating Direction Method Of Multiplier

  26. DisjunctiveNet: Neural Symbolic Learning via Differentiable Convexified Optimization Layers

    May 28, 2026Shraman Pal, Can LiInequality ConstraintsDifferentiable Relaxation

  27. From Accounting to Coordination: A Virtual Water-Aware Electricity-Computation-Water Nexus Framework for Data Center Dispatch

    May 25, 2026Haiyang You, Chengwei Lou, Jin Zhao +3Data CentersAc Optimal Power Flow

  28. Learning Permutation from Structure Without Supervision

    May 25, 2026Ran Eisenberg, Ofir LindenbaumDifferentiable RelaxationPose Uncertainty

  29. DTO: a Differentiable Training Objective for Effective Counterfactual Story Rewriting

    May 24, 2026Amelia Girard, Massimo PiccardiRewriteNovel Preference-Based Training Framework

  30. The Neural Compiler: Program-to-Network Translation for Hybrid Scientific Machine Learning

    May 21, 2026Lucas ShenemanCompilerNeural Model

  31. Provable Robustness against Backdoor Attacks via the Primal-Dual Perspective on Differential Privacy

    May 20, 2026Aman Saxena, Jan Schuchardt, Yan Scholten +1Differential PrivacyBackdoor Attacks

  32. Dynamic Model Merging Made Slim

    May 17, 2026Guodong Du, Wanyu LinContinual Model MergingCold Mixture-Of-Expert Models

  33. Differentiable Optimization Layers for Guaranteed Fairness in Deep Learning

    May 16, 2026David Troxell, Noah Roemer, Guido MontúfarFairness-Aware LearningDifferentiable Relaxation

  34. Jacobian-Guided Anisotropic Noise Reshaping for Enhancing Representation Utility under Local Differential Privacy

    May 16, 2026Youngmok Ha, Viktor Schlegel, Yidan Sun +1Differential PrivacyDp-Sgd

  35. Quantitative Linear Logic for Neuro-Symbolic Learning and Verification

    May 13, 2026Thomas Flinkow, Ekaterina Komendantskaya, Matteo Capucci +1Inductive Logic ProgrammingLinear Temporal Logics

  36. DP-KFC: Data-Free Preconditioning for Privacy-Preserving Deep Learning

    May 13, 2026Marc Molina Van den Bosch, Riccardo Taiello, Albert Sund Aillet +3Differential PrivacyDp-Sgd

  37. Differentiable Learning of Lifted Action Schemas for Classical Planning

    May 13, 2026Jonas Reiter, Jakob Elias Gebler, Hector GeffnerClassical PlanningAction Generation

  38. Vector Scaffolding: Inter-Scale Orchestration for Differentiable Image Vectorization

    May 12, 2026Jaerin Lee, Kanggeon Lee, Kyoung Mu LeeScalable Vector GraphicDifferentiable Relaxation

  39. BCJR-QAT: A Differentiable Relaxation of Trellis-Coded Weight Quantization

    May 11, 2026Venugopalan IyengarQuantizationDifferentiable Relaxation

  40. Hierarchical End-to-End Taylor Bounds for Complete Neural Network Verification

    May 11, 2026Taha Entesari, Mahyar FazlyabNeural Network VerificationReachability

  41. Approximation-Free Differentiable Oblique Decision Trees

    May 8, 2026Subrat Prasad Panda, Blaise Genest, Arvind EaswaranDifferentiable RelaxationDecision Trees

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

    May 8, 2026Yuval Aroosh, Ayal TaitlerDifferentiable RelaxationStochastic Exploration

  43. A Differentiable Bayesian Relaxation for Latent Partial-Order Inference

    May 7, 2026Dongqing Li, Geoff K. Nicholls, Shiyi Sun +1Bayesian Inference ApproachesDifferentiable Relaxation

  44. Differentiable Parameter Optimization for DAEs with State-Dependent Events

    May 6, 2026Ion Matei, Maksym Zhenirovskyy, Anthony WongOrdinary Differential EquationsDifferentiable Relaxation

  45. Integrating Feature Correlation in Differential Privacy with Applications in DP-ERM

    May 5, 2026Tianyu Wang, Luhao Zhang, Rachel CummingsDifferential PrivacyPrivacy Risks and Protection

  46. Differentiable Optimization Layered Safety-Critical Control for Risk-Aware Navigation via Conformal Prediction

    May 5, 2026Jinyang Dong, Shizhen Wu, Yongchun FangObstacle AvoidanceControl Barrier Functions

  47. Differentiable Kernel Ridge Regression for Deep Learning Pipelines

    May 4, 2026Jean-Marc Mercier, Gabriele SantinKernel Ridge RegressionDifferentiable Relaxation

  48. Rethink MAE with Linear Time-Invariant Dynamics

    Apr 29, 2026Zice WangVisual TokensFrozen Representations

  49. A Differentiable Framework for Global Circulation Model Precipitation Bias Correction

    Apr 24, 2026Kamlesh Sawadekar, Seth McGinnis, Peijun Li +2Global Climate ModelsPrecipitation

  50. Improving Performance in Classification Tasks with LCEN and the Weighted Focal Differentiable MCC Loss

    Apr 23, 2026Pedro Seber, Richard D. BraatzFeature SelectionImage Classification

  51. Differentially Private Model Merging

    Apr 22, 2026Qichuan Yin, Manzil Zaheer, Tian LiDifferential PrivacyHeuristic Privacy Metrics

  52. Differentiable Conformal Training for LLM Reasoning Factuality

    Apr 22, 2026Nathan Hittesdorf, Marco Salzetta, Lu ChengLLM Reasoning MethodsInductive Logic Programming

  53. Differentiable Satellite Constellation Configuration via Relaxed Coverage and Revisit Objectives

    Apr 21, 2026Shreeyam Kacker, Kerri CahoyNew SatellitesDifferentiable Relaxation

  54. Learning to Optimize by Differentiable Programming

    Jan 23, 2026Liping Tao, Xindi Tong, Chee Wei TanDifferentiable RelaxationZeroth-Order Optimization

  55. Efficient Public Verification of Private ML via Regularization

    Dec 3, 2025Zoë Ruha Bell, Anvith Thudi, Olive Franzese-McLaughlin +2Differential PrivacyPrivacy-Utility Trade-Offs

  56. Flow-Opt: Scalable Centralized Multi-Robot Trajectory Optimization with Flow Matching and Differentiable Optimization

    Oct 10, 2025Simon Idoko, Prajyot Jadhav, Arun Kumar SinghMulti-Robot Motion PlanningGradient-Based Trajectory Optimization