conftrace_

George Anthony Constantinides

3 papers · 2024–2025 · 3 conferences · across top CS/AI conferences

Achievements

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🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🐝 Cross-Pollinator (15)

Conferences

EMNLP (1) ICLR (1) ICML (1)

Top co-authors

Yiren Zhao (2) Cheng Zhang (2) Jeffrey T. H. Wong (1) Marta Andronic (1) Deniz Gündüz (1) Taowen Liu (1) Can Xiao (1) Jianyi Cheng (1)

Keywords

model compression (1) gradient estimation (1) edge computing (1) gradient variance (1) batch size (1) mini-batch sgd (1) large language model (1) stochastic rounding (1) quantized training (1) llm training (1)

Papers

Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding EMNLP 2025 QERA: an Analytical Framework for Quantization Error Reconstruction ICLR 2025 LQER: Low-Rank Quantization Error Reconstruction for LLMs ICML 2024