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49 Results
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Workshop
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TinyAgent: Quantization-aware Model Compression and Adaptation for On-device LLM Agent Deployment Jason Kong · Lanxiang Hu · Flavio Ponzina · Tajana Rosing |
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Poster
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Wed 2:30 |
Ditto: Quantization-aware Secure Inference of Transformers upon MPC Haoqi Wu · Wenjing Fang · Yancheng Zheng · Junming Ma · Jin Tan · Lei Wang |
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Workshop
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Low Rank Quantization-Aware Training for LLMs Yelysei Bondarenko · Riccardo Del Chiaro · Markus Nagel |
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Poster
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Wed 2:30 |
Purifying Quantization-conditioned Backdoors via Layer-wise Activation Correction with Distribution Approximation Boheng Li · Yishuo Cai · Jisong Cai · Yiming Li · Han Qiu · Run Wang · Tianwei Zhang |
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Poster
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Tue 2:30 |
Reshape and Adapt for Output Quantization (RAOQ): Quantization-aware Training for In-memory Computing Systems Bonan Zhang · Chia-Yu Chen · Naveen Verma |
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Poster
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Tue 4:30 |
Compressing Large Language Models by Joint Sparsification and Quantization Jinyang Guo · Jianyu Wu · Zining Wang · Jiaheng Liu · Ge Yang · Yifu Ding · Ruihao Gong · Haotong Qin · Xianglong Liu |
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Poster
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Tue 4:30 |
Sharpness-Aware Data Generation for Zero-shot Quantization Hoang Dung · Cuong Pham · Trung Le · Jianfei Cai · Thanh-Toan Do |
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Poster
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Wed 2:30 |
SqueezeLLM: Dense-and-Sparse Quantization Sehoon Kim · Coleman Hooper · Amir Gholaminejad · Zhen Dong · Xiuyu Li · Sheng Shen · Michael Mahoney · EECS Kurt Keutzer |
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Poster
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Tue 4:30 |
Fine-Grained Causal Dynamics Learning with Quantization for Improving Robustness in Reinforcement Learning Inwoo Hwang · Yunhyeok Kwak · Suhyung Choi · Byoung-Tak Zhang · Sanghack Lee |
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Poster
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Wed 2:30 |
A2Q+: Improving Accumulator-Aware Weight Quantization Ian Colbert · Alessandro Pappalardo · Jakoba Petri-Koenig · Yaman Umuroglu |
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Poster
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Wed 4:30 |
VQDNA: Unleashing the Power of Vector Quantization for Multi-Species Genomic Sequence Modeling Siyuan Li · Zedong Wang · Zicheng Liu · Di Wu · Cheng Tan · Jiangbin Zheng · Yufei Huang · Stan Z Li |
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Poster
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Thu 4:30 |
Residual Quantization with Implicit Neural Codebooks Iris Huijben · Matthijs Douze · Matthew Muckley · Ruud J. G. van Sloun · Jakob Verbeek |