{"total":12,"rows":[{"id":"2410.15526","title":"SDP4Bit: Toward 4-bit Communication Quantization in Sharded Data Parallelism for LLM Training","created":"2024-10-20","cited_by_count":14,"area":null},{"id":"2505.01043","title":"Low-Precision Training of Large Language Models: Methods, Challenges, and Opportunities","created":"2025-05-02","cited_by_count":11,"area":null},{"id":"2505.05530","title":"Low-bit Model Quantization for Deep Neural Networks: A Survey","created":"2025-05-08","cited_by_count":11,"area":null},{"id":"2407.11722","title":"Exploring Quantization for Efficient Pre-Training of Transformer Language Models","created":"2024-07-16","cited_by_count":10,"area":null},{"id":"2412.04787","title":"Direct Quantized Training of Language Models with Stochastic Rounding","created":"2024-12-06","cited_by_count":6,"area":null},{"id":"2407.02327","title":"QSync: Quantization-Minimized Synchronous Distributed Training Across Hybrid Devices","created":"2024-07-02","cited_by_count":3,"area":null},{"id":"2410.08457","title":"Unity is Power: Semi-Asynchronous Collaborative Training of Large-Scale Models with Structured Pruning in Resource-Limited Clients","created":"2024-10-11","cited_by_count":3,"area":null},{"id":"2408.13787","title":"Mask-Encoded Sparsification: Mitigating Biased Gradients in Communication-Efficient Split Learning","created":"2024-08-25","cited_by_count":2,"area":null},{"id":"2506.17615","title":"EQuARX: Efficient Quantized AllReduce in XLA for Distributed Machine Learning Acceleration","created":"2025-06-21","cited_by_count":2,"area":null},{"id":"2604.24088","title":"TACO: Efficient Communication Compression of Intermediate Tensors for Scalable Tensor-Parallel LLM Training","created":"2026-04-27","cited_by_count":2,"area":null},{"id":"2606.06934","title":"Uniform Stability and Generalization Error of GD and SGD on Fixed-Point Parameters","created":"2026-06-05","cited_by_count":0,"area":null},{"id":"2607.01678","title":"SCAPE: Accurate and Efficient LLM Training with Extreme Sparse Communication","created":"2026-07-02","cited_by_count":0,"area":null}],"next_cursor":null}