neural solver

UCPO: A Universal Constrained Combinatorial Optimization Method via Preference Optimization AAAI 2026 Apollo-MILP: An Alternating Prediction-Correction Neural Solving Framework for Mixed-Integer Linear Programming ICLR 2025 DualOpt: A Dual Divide-and-Optimize Algorithm for the Large-scale Traveling Salesman Problem AAAI 2025 Learning a Neural Solver for Parametric PDEs to Enhance Physics-Informed Methods ICLR 2025 Neural Solver of Dichromatic Reflection Model for Specular Highlight Removal ICCV 2025 Transolver++: An Accurate Neural Solver for PDEs on Million-Scale Geometries ICML 2025 UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP ICLR 2025 Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning NeurIPS 2024 Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization NeurIPS 2024 GLOP: Learning Global Partition and Local Construction for Solving Large-Scale Routing Problems in Real-Time AAAI 2024 LANS: A Layout-Aware Neural Solver for Plane Geometry Problem ACL 2024 Learning Plaintext-Ciphertext Cryptographic Problems via ANF-based SAT Instance Representation NeurIPS 2024 Learning to Solve Quadratic Unconstrained Binary Optimization in a Classification Way NeurIPS 2024 Neural Physical Simulation with Multi-Resolution Hash Grid Encoding AAAI 2024 Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferrable Local Policy IJCAI 2024 UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems NeurIPS 2024 UGrid: An Efficient-And-Rigorous Neural Multigrid Solver for Linear PDEs ICML 2024 Building the Bridge of Schrödinger: A Continuous Entropic Optimal Transport Benchmark NeurIPS 2023 Lie Point Symmetry and Physics-Informed Networks NeurIPS 2023 NeuralStagger: Accelerating Physics-constrained Neural PDE Solver with Spatial-temporal Decomposition ICML 2023 Self-Supervised Learning with Lie Symmetries for Partial Differential Equations NeurIPS 2023 Neural Deep Equilibrium Solvers ICLR 2022 Adversarial Examples for Evaluating Math Word Problem Solvers EMNLP 2021 Sequence to General Tree: Knowledge-Guided Geometry Word Problem Solving ACL 2021