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06/27/2023
Extending Context Window of Large Language Models via Positional Interpolation
We present Position Interpolation (PI) that extends the context window s...
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01/09/2023
Learning to compile smartly for program size reduction
Compiler optimization passes are an important tool for improving program...
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11/23/2022
EurNet: Efficient Multi-Range Relational Modeling of Spatial Multi-Relational Data
Modeling spatial relationship in the data remains critical across many d...
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10/22/2022
SurCo: Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems
Optimization problems with expensive nonlinear cost functions and combin...
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10/13/2022
Re3: Generating Longer Stories With Recursive Reprompting and Revision
We consider the problem of automatically generating longer stories of ov...
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01/29/2022
Deep Contrastive Learning is Provably (almost) Principal Component Analysis
We show that Contrastive Learning (CL) under a family of loss functions ...
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12/16/2021
Learning Bounded Context-Free-Grammar via LSTM and the Transformer:Difference and Explanations
Long Short-Term Memory (LSTM) and Transformers are two popular neural ar...
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06/29/2021
Latent Execution for Neural Program Synthesis Beyond Domain-Specific Languages
Program synthesis from input-output examples has been a long-standing ch...
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06/18/2021
MADE: Exploration via Maximizing Deviation from Explored Regions
In online reinforcement learning (RL), efficient exploration remains par...
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06/03/2020
FBNetV3: Joint Architecture-Recipe Search using Neural Acquisition Function
Neural Architecture Search (NAS) yields state-of-the-art neural networks...
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12/15/2017
CoDraw: Visual Dialog for Collaborative Drawing
In this work, we propose a goal-driven collaborative task that contains ...
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06/12/2017
