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AnyGPT any-to-any open source multimodal LLM

AnyGPT is a new open source any-to-any multimodal large language model (LLM) with a unique training method that uses discrete sequence models ....

Community Engagement , Technology News , Multimodal Capabilities , Sequence Modeling , Content Generation , Practical Applications , Data Handling , Training Dataset , Stage Dataset Creation Process , Source Availability ,

"TransformerLight: A Novel Sequence Modeling Based Traffic Signaling Me" by Qiang Wu, Mingyuan Li et al.

Traffic signal control (TSC) is still one of the most significant and challenging research problems in the transportation field. Reinforcement learning (RL) has achieved great success in TSC but suffers from critically high learning costs in practical applications due to the excessive trial-and-error learning process. Offline RL is a promising method to reduce learning costs whereas the data distribution shift issue is still up in the air. To this end, in this paper, we formulate TSC as a sequence modeling problem with a sequence of Markov decision process described by states, actions, and rewards from the traffic environment. A novel framework, namely TransformerLight, is introduced, which does not aim to fit into value functions by averaging all possible returns, but produces the best possible actions using a gated Transformer. Additionally, the learning process of TransformerLight is much more stable by replacing the residual connections with gated transformer blocks due to a dynami ....

Dynamic Programming , Reinforcement Learning , Sequence Modeling , Traffic Signal Control ,

AI Research Blog - The Transformer Blueprint: A Holistic Guide to the Transformer Neural Network Architecture

A deep dive into Transformer a neural network architecture that was introduced in the famous paper “attention is all you need” in 2017, its applications, impacts, challenges and future directions ....

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