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26 Results
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Workshop
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Scaling laws for post-training quantized large language models Zifei Xu · Alexander Lan · Wanzin Yazar · Tristan Webb · Sayeh Sharify · Xin Wang |
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Workshop
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Loss-to-Loss Prediction: Language model scaling laws across datasets David Brandfonbrener · Nikhil Anand · Nikhil Vyas · Eran Malach · Sham Kakade |
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Poster
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Wed 16:30 |
4+3 Phases of Compute-Optimal Neural Scaling Laws Elliot Paquette · Courtney Paquette · Lechao Xiao · Jeffrey Pennington |
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Poster
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Fri 16:30 |
Scaling Laws in Linear Regression: Compute, Parameters, and Data Licong Lin · Jingfeng Wu · Sham Kakade · Peter Bartlett · Jason Lee |
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Workshop
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Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for LLM Problem-Solving Yangzhen Wu · Zhiqing Sun · Shanda Li · Sean Welleck · Yiming Yang |
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Workshop
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Sun 16:30 |
Language model scaling laws and zero-sum learning Andrei Mircea · Ekaterina Lobacheva · Supriyo Chakraborty · Nima Chitsazan · Irina Rish |
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Poster
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Fri 11:00 |
Scaling Laws for Reward Model Overoptimization in Direct Alignment Algorithms Rafael Rafailov · Yaswanth Chittepu · Ryan Park · Harshit Sushil Sikchi · Joey Hejna · Brad Knox · Chelsea Finn · Scott Niekum |
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Workshop
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Improving the Gaussian Approximation in Neural Networks: Para-Gaussians and Edgeworth Expansions Mihai Nica · Janosch Ortmann |
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Poster
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Wed 11:00 |
Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies Chaofan Tao · Qian Liu · Longxu Dou · Niklas Muennighoff · Zhongwei Wan · Ping Luo · Min Lin · Ngai Wong |
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Poster
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Fri 16:30 |
Scaling laws for learning with real and surrogate data Ayush Jain · Andrea Montanari · Eren Sasoglu |
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Poster
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Fri 11:00 |
An exactly solvable model for emergence and scaling laws in the multitask sparse parity problem yoonsoo nam · Nayara Fonseca · Seok Hyeong Lee · Chris Mingard · Ard Louis |
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Workshop
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Sat 12:00 |
Skilling laws: scaling laws for LLM benchmark performance Felipe Maia Polo · Seamus Somerstep · Leshem Choshen · Yuekai Sun · Mikhail Yurochkin |