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Oral
Wed Jul 26 07:00 PM -- 07:08 PM (PDT) @ Meeting Room 313 None
Pretraining Language Models with Human Preferences
Tomasz Korbak · Kejian Shi · Angelica Chen · Rasika Bhalerao · Christopher Buckley · Jason Phang · Samuel Bowman · Ethan Perez
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Oral
Wed Jul 26 07:08 PM -- 07:16 PM (PDT) @ Meeting Room 313 None
Instant Soup: Cheap Pruning Ensembles in A Single Pass Can Draw Lottery Tickets from Large Models
Ajay Jaiswal · Shiwei Liu · Tianlong Chen · Ding · Zhangyang “Atlas” Wang
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Oral
Wed Jul 26 07:16 PM -- 07:24 PM (PDT) @ Meeting Room 313 None
Specializing Smaller Language Models towards Multi-Step Reasoning
Yao Fu · Hao Peng · Litu Ou · Ashish Sabharwal · Tushar Khot
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Oral
Wed Jul 26 07:24 PM -- 07:32 PM (PDT) @ Meeting Room 313 None
SparseGPT: Massive Language Models Can be Accurately Pruned in One-Shot
Elias Frantar · Dan Alistarh
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Oral
Wed Jul 26 07:32 PM -- 07:40 PM (PDT) @ Meeting Room 313 None
Arithmetic Sampling: Parallel Diverse Decoding for Large Language Models
Luke Vilnis · Yury Zemlyanskiy · Patrick Murray · Alexandre Passos · Sumit Sanghai
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Oral
Wed Jul 26 07:40 PM -- 07:48 PM (PDT) @ Meeting Room 313 None
FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU
Ying Sheng · Lianmin Zheng · Binhang Yuan · Zhuohan Li · Max Ryabinin · Beidi Chen · Percy Liang · Christopher Re · Ion Stoica · Ce Zhang
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Oral
Wed Jul 26 07:48 PM -- 07:56 PM (PDT) @ Meeting Room 313 None
BPipe: Memory-Balanced Pipeline Parallelism for Training Large Language Models
Taebum Kim · Hyoungjoo Kim · Gyeong-In Yu · Byung-Gon Chun
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Oral
Wed Jul 26 07:56 PM -- 08:04 PM (PDT) @ Meeting Room 313 None
Tractable Control for Autoregressive Language Generation
Honghua Zhang · Meihua Dang · Nanyun Peng · Guy Van den Broeck
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Oral
Wed Jul 26 08:04 PM -- 08:12 PM (PDT) @ Meeting Room 313 None
Equivariant Architectures for Learning in Deep Weight Spaces
Aviv Navon · Aviv Shamsian · Idan Achituve · Ethan Fetaya · Gal Chechik · Haggai Maron
[ PDF