#rl #dl #paper
Communication in Multi-Agent Reinforcement Learning: Intention Sharing by kim et al
TL;DR: In this paper, we propose a new communication scheme named Intention Sharing (IS) for multi-agent reinforcement learning in order to enhance the coordination among agents. In the proposed IS scheme, each agent generates an imagined trajectory by modeling the environment dynamics and other agents' actions. The imagined trajectory is the simulated future trajectory of each agent based on the learned model of the environment dynamics and other agents and represents each agent's future action plan. Each agent compresses this imagined trajectory capturing its future action plan to generate its intention message for communication by applying an attention mechanism to learn the relative importance of the components in the imagined trajectory based on the received message from other agents. Numeral results show that the proposed IS scheme outperforms other communication schemes in multi-agent reinforcement learning.
Paper: https://openreview.net/pdf?id=qpsl2dR9twy
Communication in Multi-Agent Reinforcement Learning: Intention Sharing by kim et al
TL;DR: In this paper, we propose a new communication scheme named Intention Sharing (IS) for multi-agent reinforcement learning in order to enhance the coordination among agents. In the proposed IS scheme, each agent generates an imagined trajectory by modeling the environment dynamics and other agents' actions. The imagined trajectory is the simulated future trajectory of each agent based on the learned model of the environment dynamics and other agents and represents each agent's future action plan. Each agent compresses this imagined trajectory capturing its future action plan to generate its intention message for communication by applying an attention mechanism to learn the relative importance of the components in the imagined trajectory based on the received message from other agents. Numeral results show that the proposed IS scheme outperforms other communication schemes in multi-agent reinforcement learning.
Paper: https://openreview.net/pdf?id=qpsl2dR9twy
#reinforcement_learning #rl #drl #gamedev #rl_policy #paper
https://www.youtube.com/watch?v=Nz-X3cCeXVE&ab_channel=TwoMinutePapers
https://www.ea.com/seed/news/cog2021-curiosity-driven-rl-agents
https://www.youtube.com/watch?v=Nz-X3cCeXVE&ab_channel=TwoMinutePapers
https://www.ea.com/seed/news/cog2021-curiosity-driven-rl-agents
YouTube
This AI Helps Testing The Games Of The Future! 🤖
❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers
❤️ Their mentioned post is available here: https://colab.research.google.com/drive/1gKixa6hNUB8qrn1CfHirOfTEQm0qLCSS
📝 The paper "Improving Playtesting Coverage via…
❤️ Their mentioned post is available here: https://colab.research.google.com/drive/1gKixa6hNUB8qrn1CfHirOfTEQm0qLCSS
📝 The paper "Improving Playtesting Coverage via…
#datascience #ds #ml #neptune_ai #optimization #combinatorial_optimization #tuning
https://neptune.ai/blog/best-ml-experiment-tracking-tools
https://neptune.ai/blog/best-ml-experiment-tracking-tools
neptune.ai
Best Tools for ML Experiment Tracking and Management in 2025
Explore the best tools for tracking and managing machine learning experiments, and learn how to evaluate them.
#interview #classic #team #apple #steve #jobs
1981
do you think that personal computers in the 21st century would be as ordinary a part of household as say a refrigerator or a vacuum cleaner ?
https://www.youtube.com/watch?v=DbfejwP1d3c&ab_channel=SirMix-A-LotRareMusic
1981
do you think that personal computers in the 21st century would be as ordinary a part of household as say a refrigerator or a vacuum cleaner ?
https://www.youtube.com/watch?v=DbfejwP1d3c&ab_channel=SirMix-A-LotRareMusic
YouTube
Steve Jobs Interview - 2/18/1981
Watch other Steve Jobs interviews I've uploaded here:
https://youtube.com/playlist?list=PLOkazx1P1BMsxPy_a_oho2VpxOk45TlM5
An interview with Steve Jobs filmed on 2/18/1981 about the future of Apple, Computers, the Home & Personal computer markets, video…
https://youtube.com/playlist?list=PLOkazx1P1BMsxPy_a_oho2VpxOk45TlM5
An interview with Steve Jobs filmed on 2/18/1981 about the future of Apple, Computers, the Home & Personal computer markets, video…
#gpt4 #gpt3 #gpt5 #openAI #team #github_copilot #turing_test #codex
https://analyticsindiamag.com/gpt-4-sam-altman-confirms-the-rumours/
https://analyticsindiamag.com/gpt-4-sam-altman-confirms-the-rumours/
Analytics India Magazine
GPT-4: Sam Altman Confirms Rumours
In what can be called an exciting development, Sam Altman, the CEO of OpenAI, in a question-answer session in AC10 online meetup, spoke about the impending GPT-4 release.
https://www.wegreened.com/blog/niw/success-stories-with-niw-approval-a-senior-ai-data-scientist-in-the-field-of-computer-engineering-now-filed-i-485-application/
#immigration #usa #visa #niw #eb2
https://medium.com/@hong.cao/aws-keyspaces-vs-dynamodb-99b62d6854fe
#aws #keyspaces #vs #dynamoDB #cassandradb #cassandra
#immigration #usa #visa #niw #eb2
https://medium.com/@hong.cao/aws-keyspaces-vs-dynamodb-99b62d6854fe
#aws #keyspaces #vs #dynamoDB #cassandradb #cassandra
#blochchain #inference #smartcontract #ml #ai #fl #federated_learning
https://www.mdpi.com/2076-3417/11/3/1010
https://www.mdpi.com/2076-3417/11/3/1010
MDPI
Towards Blockchain-Based Federated Machine Learning: Smart Contract for Model Inference
Federated learning is a branch of machine learning where a shared model is created in a decentralized and privacy-preserving fashion, but existing approaches using blockchain are limited by tailored models. We consider the possibility to extend a set of supported…
#neptune #team #loss_functions #pytorch #overview #custom_loss_function #custom #loss_function #guide
https://neptune.ai/blog/pytorch-loss-functions
https://neptune.ai/blog/pytorch-loss-functions
neptune.ai
PyTorch Loss Functions: The Ultimate Guide
Learn about PyTorch loss functions: from built-in to custom, covering their implementation and monitoring techniques.
#learning_to_rank #news_search_engine #ltr #solr #rankSVM #lambdaMART #ndcg #system_design #information_retrival #production #team #bloomberg
https://www.youtube.com/watch?v=eMuepJpjUjI&ab_channel=Lucidworks
https://www.youtube.com/watch?v=eMuepJpjUjI&ab_channel=Lucidworks
YouTube
Learning to Rank: From Theory to Production - Malvina Josephidou & Diego Ceccarelli, Bloomberg
Presented at Activate 2018
Slides: https://www.slideshare.net/lucidworks/learning-to-rank-from-theory-to-production-malvina-josephidou-diego-ceccarelli-bloomberg
Learning to Rank is awesome. Even more awesome is the fact that Apache Solr/Lucene is the first…
Slides: https://www.slideshare.net/lucidworks/learning-to-rank-from-theory-to-production-malvina-josephidou-diego-ceccarelli-bloomberg
Learning to Rank is awesome. Even more awesome is the fact that Apache Solr/Lucene is the first…
#infrastructure #mle #apache_airflow #aws #l2r #ranking #learning_to_rank #google #team #bert #w2v #embeddings #complexity #complexity_per_layer #self_attention #rnn #linformer #big_bird
#indeed #team #Contextual_Embeddings
https://www.youtube.com/watch?v=2ipKSJBwriM&ab_channel=MLTArtificialIntelligence
#indeed #team #Contextual_Embeddings
https://www.youtube.com/watch?v=2ipKSJBwriM&ab_channel=MLTArtificialIntelligence
YouTube
Document Embeddings in Recommendation Systems
Talk by Jerry Chi, Data Science Manager at Indeed Tokyo. https://www.linkedin.com/in/jerrychi/
The talk includes:
* Brief overview of related concepts: Transformers, embeddings, and approximate nearest neighbors
* Using embeddings for retrieval vs. ranking…
The talk includes:
* Brief overview of related concepts: Transformers, embeddings, and approximate nearest neighbors
* Using embeddings for retrieval vs. ranking…
#metaverse #ai
https://www.xrtoday.com/virtual-reality/artificial-intelligence-in-the-metaverse-bridging-the-virtual-and-real/
https://www.xrtoday.com/virtual-reality/artificial-intelligence-in-the-metaverse-bridging-the-virtual-and-real/
XR Today
Artificial Intelligence in the Metaverse: Bridging the Virtual and Real - XR Today
XR Today reports on the latest extended reality news from around the globe, including virtual reality, augmented reality and mixed reality.