Jiale Ma

5 papers · 2024–2025 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

Jump to papers ↓

🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (11)

Venues

ICLR (2) ICML (2) JMLR (1)

Top co-authors

Junchi Yan (5) Yang Li (4) Wenzheng Pan (4) Runzhong Wang (2) Nan Yang (1) Nianzu Yang (1) Hao Xiong (1) Ziao Guo (1) Hongyuan Zha (1) Qi Liu (1)

Research topics

Machine Learning (4) Artificial Intelligence (2) Computer Science (2) Deep Learning (2) Mathematics & Optimization (2) Core Methods (2) Foundations (2) Models (2) Optimization (2) Computer Vision (1) Core AI (1) Learning Paradigms (1) Learning Types (1) Optimization & Theory (1) Processing (1)

Keywords

combinatorial optimization (2) reinforcement learning (1) supervised learning (1) progressive learning (1) graph embedding (1) diffusion model (1) traveling salesman problem (1) travelling salesman problem (1) neural solver (1) adaptive step size (1) autoregressive process (1) neural graph matching (1) multi-graph matching (1) python toolkit (1) learning-free solver (1) non-autoregressive model (1) partial solution (1) learning-based solver (1) matrix encoding (1) decoding (1)

Papers

COExpander: Adaptive Solution Expansion for Combinatorial Optimization ICML 2025 Generative Modeling Reinvents Supervised Learning: Label Repurposing with Predictive Consistency Learning ICML 2025 UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP ICLR 2025 Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search ICLR 2025 Pygmtools: A Python Graph Matching Toolkit JMLR 2024