Systems

Graph Neural Networks for Databases: A Survey IJCAI 2025 GREEN: Carbon-efficient Resource Scheduling for Machine Learning Clusters NSDI 2025 GRIT: Guided Relational Integration for Efficient Multi-Table Understanding EMNLP 2025 Imitation Learning Backoff: Reinforcement Learning-based Channel Access for Guaranteeing Fairness (Student Abstract) AAAI 2025 In-Context Adaptation to Concept Drift for Learned Database Operations ICML 2025 Kamino: Efficient VM Allocation at Scale with Latency-Driven Cache-Aware Scheduling OSDI 2025 Learning Changes in Graphon Attachment Network Models ICML 2025 LegoMT2: Selective Asynchronous Sharded Data Parallel Training for Massive Neural Machine Translation ACL 2025 Mako: Speculative Distributed Transactions with Geo-Replication OSDI 2025 Mega-CE$^2$ : A Multimodal Heterogeneous Aggregation Framework for End-Edge-Cloud Computing ACML 2025 Mind the Query: A Benchmark Dataset towards Text2Cypher Task EMNLP 2025 MTP: Transport for In-Network Computing NSDI 2025 Noisy SIGNSGD Is More Differentially Private Than You (Might) Think ICML 2025 Occult: Optimizing Collaborative Communications across Experts for Accelerated Parallel MoE Training and Inference ICML 2025 One-Size-Fits-None: Understanding and Enhancing Slow-Fault Tolerance in Modern Distributed Systems NSDI 2025 On Fine-Grained Distinct Element Estimation ICML 2025 Optimal Distributed Training With Co-Adaptive Data Parallelism in Heterogeneous Environments IJCAI 2025 Pineapple: Unifying Multi-Paxos and Atomic Shared Registers NSDI 2025 PipeThreader: Software-Defined Pipelining for Efficient DNN Execution OSDI 2025 Poplar: Efficient Scaling of Distributed DNN Training on Heterogeneous GPU Clusters AAAI 2025 PoWER Never Corrupts: Tool-Agnostic Verification of Crash Consistency and Corruption Detection OSDI 2025 Pushing the Limits of In-Network Caching for Key-Value Stores NSDI 2025 Qinco2: Vector Compression and Search with Improved Implicit Neural Codebooks ICLR 2025 QOS: Quantum Operating System OSDI 2025 QuackIR: Retrieval in DuckDB and Other Relational Database Management Systems EMNLP 2025