Symbolic Math Reasoning with Language Models
Gaur, Vedant, Saunshi, Nikunj
Published in 2022 IEEE MIT Undergraduate Research Technology Conference (URTC) (30.09.2022)
Published in 2022 IEEE MIT Undergraduate Research Technology Conference (URTC) (30.09.2022)
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Conference Proceeding
On the Role of Depth and Looping for In-Context Learning with Task Diversity
Gatmiry, Khashayar, Saunshi, Nikunj, Reddi, Sashank J, Jegelka, Stefanie, Kumar, Sanjiv
Year of Publication 28.10.2024
Year of Publication 28.10.2024
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Journal Article
Can Looped Transformers Learn to Implement Multi-step Gradient Descent for In-context Learning?
Gatmiry, Khashayar, Saunshi, Nikunj, Reddi, Sashank J, Jegelka, Stefanie, Kumar, Sanjiv
Year of Publication 10.10.2024
Year of Publication 10.10.2024
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Journal Article
On the Inductive Bias of Stacking Towards Improving Reasoning
Saunshi, Nikunj, Karp, Stefani, Krishnan, Shankar, Miryoosefi, Sobhan, Reddi, Sashank J, Kumar, Sanjiv
Year of Publication 27.09.2024
Year of Publication 27.09.2024
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Journal Article
New Definitions and Evaluations for Saliency Methods: Staying Intrinsic, Complete and Sound
Gupta, Arushi, Saunshi, Nikunj, Yu, Dingli, Lyu, Kaifeng, Arora, Sanjeev
Year of Publication 05.11.2022
Year of Publication 05.11.2022
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Journal Article
Landscape-Aware Growing: The Power of a Little LAG
Karp, Stefani, Saunshi, Nikunj, Miryoosefi, Sobhan, Reddi, Sashank J, Kumar, Sanjiv
Year of Publication 04.06.2024
Year of Publication 04.06.2024
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Journal Article
Efficient Stagewise Pretraining via Progressive Subnetworks
Panigrahi, Abhishek, Saunshi, Nikunj, Lyu, Kaifeng, Miryoosefi, Sobhan, Reddi, Sashank, Kale, Satyen, Kumar, Sanjiv
Year of Publication 08.02.2024
Year of Publication 08.02.2024
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Journal Article
METHOD AND APPARATUS FOR SYSTEM RESOURCE MANAGEMENT
AHN, Minwook, LEE, Jinseok, AGARWAL, Pankaj, LEE, Keongho, JANG, Dong-Gi, YU, Changhun, MOON, Sunho, KIM, Rakie, KIM, Won-Sub, KIM, Wonjin, KAPOOR, Parichay, SAUNSHI, Nikunj, OH, Jisu, KIM, Hyunghoon, CHO, Kyoungsoo, LEE, Seung-Beom, KIM, Jin-Hyo, KIM, Hyunsik, JO, Subin, KANSAL, Apoorv
Year of Publication 08.06.2017
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Year of Publication 08.06.2017
Patent
Understanding Contrastive Learning Requires Incorporating Inductive Biases
Saunshi, Nikunj, Ash, Jordan, Goel, Surbhi, Misra, Dipendra, Zhang, Cyril, Arora, Sanjeev, Kakade, Sham, Krishnamurthy, Akshay
Year of Publication 28.02.2022
Year of Publication 28.02.2022
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Journal Article
A Little Help Goes a Long Way: Efficient LLM Training by Leveraging Small LMs
Rawat, Ankit Singh, Sadhanala, Veeranjaneyulu, Rostamizadeh, Afshin, Chakrabarti, Ayan, Jitkrittum, Wittawat, Feinberg, Vladimir, Kim, Seungyeon, Harutyunyan, Hrayr, Saunshi, Nikunj, Nado, Zachary, Shivanna, Rakesh, Reddi, Sashank J, Menon, Aditya Krishna, Anil, Rohan, Kumar, Sanjiv
Year of Publication 24.10.2024
Year of Publication 24.10.2024
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Journal Article