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"Ranking-Based Partner Selection Strategy in Open, Dynamic and Sociable" by Qin Liang, Wen Gu et al.

Agents with limited capacities need to cooperate with others to fulfil complex tasks in a multi-agent system. To find a reliable partner, agents with insufficient experience have to seek advice from advisors. Currently, most models are rating-based, aggregating advisors’ information on partners and calculating averaged results. These models have some drawbacks, like being vulnerable to unfair ratings under a high ratio of dishonest advisors or dynamic attacks and locally convergent. Therefore, this paper proposes a Ranking-based Partner Selection (RPS) model, which clusters honest and dishonest advisors into different groups based on their different rankings of trustees. Besides, RPS uses a sliding-window-based method to find dishonest advisors with dynamic attack behaviours. Furthermore, RPS utilizes an online-learning method to update model parameters based on real-time interaction results. According to experiment results, RPS outperforms ITEA under different kinds of unfair rating ....

Ranking Based Partner Selection , Partner Selection , Sliding Window , Nfair Rating Attacks ,

HGJTFANY Phone Case for Oppo A79 5G (6.72), 360° Drop Protection Cover, [Ultra-Thin ] [Anti-Yellowing] Clear Silicone Shockproof Shell for Oppo A79 5G

HGJTFANY Phone Case for Oppo A79 5G (6.72), 360° Drop Protection Cover, [Ultra-Thin ] [Anti-Yellowing] Clear Silicone Shockproof Shell for Oppo A79 5G
viewngr.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from viewngr.com Daily Mail and Mail on Sunday newspapers.

Electronics Photo , Armor Case , Lens Sliding Phone , Magnetic Coil Bracket , Cell Phones , Screen Protector , Thin Shockproof Soft Silicone Clear Cover , Tempered Glass , Protection Cover , Clear Silicone Shockproof , Drop Protection Cover , Clear Silicone Shockproof Shell , Shockproof Soft , Bumper Shell , Back Cover , Anti Impact Cornor Protective , Anti Impact Clear Gel , Slide Camera Cover , Military Grade Drop Proof Phone Cover , Rotate Ring Kickstand Lens Protection , Sliding Window , Lens Sliding Phone Cover , Legacy Liquid Silicone Case , Comfort Grip Soft , Touch Matte ,

6 months with my Toyota Hilux: Likes, dislikes & modifications done

BHPian Touringlawyer recently shared this with other enthusiasts.Hey BHPians,It's been 6 months with the Hilux, about 7300 Kms driven. ....

Toyota Hilux , Bhpian Touringlawyer , Thar Petrol , Truck Bed , Sliding Window , Person Aluminium Hardshell , Post Discount , Vision Dashcam ,

LLM in a flash: Efficient Large Language Model Inference with Limited Memory

LLM in a flash: Efficient Large Language Model Inference with Limited Memory
arxiv.org - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from arxiv.org Daily Mail and Mail on Sunday newspapers.

Mehrdad Farajtabar , Dmitry Belenko , Lailin Chen , Matt Johnson , Qichen Fu , Vu Li , Karen Khatamifard , Mohammad Samragh , Mohammad Rastegari , Moin Nabi , Aftab Munshi , Itay Sagron , Dominic Giampaolo , Lin Chang , Mahyar Najibi , Taal Uliel , Keivan Alizadeh , Iman Mirzadeh , Sachin Mehta , Minsik Cho , Forward Network , Feedforward Network , Energy Constraints , Forward Networks Ffns , Large Language Model Inference , Primary Author ,

The New Kings of Open Source AI (Oct 2023 Recap)

Mistral is the new open source unicorn in town, top takes from the AI Engineer Summit, and our usual highest-signal recap of top items for the AI Engineer from Oct 2023 ....

Percy Liang , Foundation Model Transparency Index , Nous Research , Frontier Model Forum , One Year Anniversary , Direct Preference Optimization , Sliding Window , Open Weights , How Open Source , Product Mario Rodriguez ,