mlsanityData to 7 Oct 2026

Mixture-of-experts

12 directions · 2,607 papers · 22 this week

Busiest this week

Most new since Mon 5 Oct

Expert routing strategies

323 papers7 this weekMedium confidence in this grouping: mostly one topic, with blurry edgesMedium confidence in this grouping: mostly one topic, with blurry edges · About

  1. When Routing Reveals Membership: Privacy Leakage from MoE Router Telemetry
  2. MASKerade: Token-Routed Mask Experts for Dense-to-MoE Upcycling
  3. Reading, Not Manipulating: Leveraging Router Logits for Multimodal Safety in MoE Vision-Language Models
  4. Memory-Efficient Expert Routing for Distributed MoE Training
  5. Distributionally Robust Mixture-of-Experts Training
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Largest first · week from Mon 5 Oct

  1. MoE large language modelsmoe, language, experts, expertMedium confidence in this grouping: mostly one topic, with blurry edges · About5414Medium confidence in this grouping: mostly one topic, with blurry edges
  2. Efficient MoE training and inference systemsmoe, inference, expert, memoryHigh confidence in this grouping: the papers form one clear topic · About3865High confidence in this grouping: the papers form one clear topic
  3. Vision mixture-of-expertsexperts, image, moe, expertLow confidence in this grouping: the papers may belong to more than one topic, or the group may change · About3380Low confidence in this grouping: the papers may belong to more than one topic, or the group may change
  4. Expert routing strategiesrouting, moe, experts, expertMedium confidence in this grouping: mostly one topic, with blurry edges · About3237Medium confidence in this grouping: mostly one topic, with blurry edges
  5. Multimodal MoE modelsmultimodal, speech, experts, visualMedium confidence in this grouping: mostly one topic, with blurry edges · About2211Medium confidence in this grouping: mostly one topic, with blurry edges
  6. MoE theory and gating functionsexperts, moe, mixture, mixture expertsMedium confidence in this grouping: mostly one topic, with blurry edges · About1880Medium confidence in this grouping: mostly one topic, with blurry edges
  7. MoE in reinforcement learning and roboticsreinforcement, reinforcement learning, training, policyMedium confidence in this grouping: mostly one topic, with blurry edges · About1512Medium confidence in this grouping: mostly one topic, with blurry edges
  8. Medical and biomedical MoEmedical, clinical, framework, segmentationHigh confidence in this grouping: the papers form one clear topic · About1391High confidence in this grouping: the papers form one clear topic
  9. Mixture of LoRA expertslora, experts, fine-tuning, expertHigh confidence in this grouping: the papers form one clear topic · About1280High confidence in this grouping: the papers form one clear topic
  10. MoE for time series and graphsforecasting, series, time series, timeMedium confidence in this grouping: mostly one topic, with blurry edges · About1140Medium confidence in this grouping: mostly one topic, with blurry edges
  11. MoE for recommender systemsrecommendation, user, item, sequential recommendationHigh confidence in this grouping: the papers form one clear topic · About410High confidence in this grouping: the papers form one clear topic
  12. Federated mixture-of-expertsfederated, federated learning, clients, clientHigh confidence in this grouping: the papers form one clear topic · About370High confidence in this grouping: the papers form one clear topic
2 new this week aren’t in a direction yet
  1. Beyond the Leaderboard: Multi-Dimensional Evaluation of Dense and Mixture-of-Experts Models for Automated Program Repair
  2. AdaSpark: Adaptive DSpark with Online Learning for Tree Verification and N-gram Fill

Weekly activity

Papers per week, 22 Jun – 5 Oct (last week partial)

  1. DirectionConfidencepapers16 wks
  2. Expert routing strategiesMedium confidence in this grouping: mostly one topic, with blurry edges · AboutMedium confidence in this grouping: mostly one topic, with blurry edgesPer week: 22 Jun: 4; 29 Jun: 2; 6 Jul: 2; 13 Jul: 6; 20 Jul: 1; 27 Jul: 8; 3 Aug: 7; 10 Aug: 4; 17 Aug: 2; 24 Aug: 3; 31 Aug: 13; 7 Sep: 4; 14 Sep: 4; 21 Sep: 4; 28 Sep: 14; 5 Oct: 732385
  3. Efficient MoE training and inference systemsHigh confidence in this grouping: the papers form one clear topic · AboutHigh confidence in this grouping: the papers form one clear topicPer week: 22 Jun: 3; 29 Jun: 5; 6 Jul: 4; 13 Jul: 9; 20 Jul: 7; 27 Jul: 6; 3 Aug: 9; 10 Aug: 9; 17 Aug: 5; 24 Aug: 5; 31 Aug: 6; 7 Sep: 8; 14 Sep: 7; 21 Sep: 6; 28 Sep: 10; 5 Oct: 5386104
  4. MoE large language modelsMedium confidence in this grouping: mostly one topic, with blurry edges · AboutMedium confidence in this grouping: mostly one topic, with blurry edgesPer week: 22 Jun: 3; 29 Jun: 1; 6 Jul: 2; 13 Jul: 3; 20 Jul: 2; 27 Jul: 1; 3 Aug: 6; 10 Aug: 6; 17 Aug: 4; 24 Aug: 4; 31 Aug: 11; 7 Sep: 3; 14 Sep: 6; 21 Sep: 3; 28 Sep: 9; 5 Oct: 454168
  5. Vision mixture-of-expertsLow confidence in this grouping: the papers may belong to more than one topic, or the group may change · AboutLow confidence in this grouping: the papers may belong to more than one topic, or the group may changePer week: 22 Jun: 5; 29 Jun: 5; 6 Jul: 4; 13 Jul: 1; 20 Jul: 1; 27 Jul: 4; 3 Aug: 5; 10 Aug: 4; 17 Aug: 3; 24 Aug: 4; 31 Aug: 2; 7 Sep: 2; 14 Sep: 1; 21 Sep: 2; 28 Sep: 8; 5 Oct: 033851
  6. Multimodal MoE modelsMedium confidence in this grouping: mostly one topic, with blurry edges · AboutMedium confidence in this grouping: mostly one topic, with blurry edgesPer week: 22 Jun: 2; 29 Jun: 3; 6 Jul: 1; 13 Jul: 2; 20 Jul: 1; 27 Jul: 3; 3 Aug: 1; 10 Aug: 2; 17 Aug: 0; 24 Aug: 2; 31 Aug: 1; 7 Sep: 3; 14 Sep: 1; 21 Sep: 6; 28 Sep: 1; 5 Oct: 122130
  7. MoE theory and gating functionsMedium confidence in this grouping: mostly one topic, with blurry edges · AboutMedium confidence in this grouping: mostly one topic, with blurry edgesPer week: 22 Jun: 2; 29 Jun: 1; 6 Jul: 2; 13 Jul: 0; 20 Jul: 0; 27 Jul: 0; 3 Aug: 0; 10 Aug: 0; 17 Aug: 2; 24 Aug: 3; 31 Aug: 1; 7 Sep: 3; 14 Sep: 0; 21 Sep: 0; 28 Sep: 6; 5 Oct: 018820
  8. Medical and biomedical MoEHigh confidence in this grouping: the papers form one clear topic · AboutHigh confidence in this grouping: the papers form one clear topicPer week: 22 Jun: 1; 29 Jun: 3; 6 Jul: 1; 13 Jul: 3; 20 Jul: 1; 27 Jul: 3; 3 Aug: 1; 10 Aug: 3; 17 Aug: 0; 24 Aug: 2; 31 Aug: 0; 7 Sep: 2; 14 Sep: 1; 21 Sep: 1; 28 Sep: 2; 5 Oct: 113925
  9. MoE in reinforcement learning and roboticsMedium confidence in this grouping: mostly one topic, with blurry edges · AboutMedium confidence in this grouping: mostly one topic, with blurry edgesPer week: 22 Jun: 2; 29 Jun: 4; 6 Jul: 2; 13 Jul: 2; 20 Jul: 3; 27 Jul: 2; 3 Aug: 1; 10 Aug: 2; 17 Aug: 0; 24 Aug: 2; 31 Aug: 1; 7 Sep: 3; 14 Sep: 2; 21 Sep: 0; 28 Sep: 0; 5 Oct: 215128
  10. Mixture of LoRA expertsHigh confidence in this grouping: the papers form one clear topic · AboutHigh confidence in this grouping: the papers form one clear topicPer week: 22 Jun: 1; 29 Jun: 1; 6 Jul: 1; 13 Jul: 0; 20 Jul: 1; 27 Jul: 1; 3 Aug: 1; 10 Aug: 0; 17 Aug: 0; 24 Aug: 3; 31 Aug: 3; 7 Sep: 0; 14 Sep: 0; 21 Sep: 1; 28 Sep: 2; 5 Oct: 012815
  11. MoE for time series and graphsMedium confidence in this grouping: mostly one topic, with blurry edges · AboutMedium confidence in this grouping: mostly one topic, with blurry edgesPer week: 22 Jun: 0; 29 Jun: 1; 6 Jul: 1; 13 Jul: 1; 20 Jul: 1; 27 Jul: 0; 3 Aug: 1; 10 Aug: 4; 17 Aug: 2; 24 Aug: 0; 31 Aug: 0; 7 Sep: 0; 14 Sep: 2; 21 Sep: 0; 28 Sep: 1; 5 Oct: 011414
  12. MoE for recommender systemsHigh confidence in this grouping: the papers form one clear topic · AboutHigh confidence in this grouping: the papers form one clear topicPer week: 22 Jun: 0; 29 Jun: 0; 6 Jul: 0; 13 Jul: 0; 20 Jul: 0; 27 Jul: 1; 3 Aug: 1; 10 Aug: 0; 17 Aug: 0; 24 Aug: 1; 31 Aug: 1; 7 Sep: 0; 14 Sep: 0; 21 Sep: 1; 28 Sep: 2; 5 Oct: 0417
  13. Federated mixture-of-expertsHigh confidence in this grouping: the papers form one clear topic · AboutHigh confidence in this grouping: the papers form one clear topicPer week: 22 Jun: 1; 29 Jun: 0; 6 Jul: 0; 13 Jul: 0; 20 Jul: 1; 27 Jul: 1; 3 Aug: 0; 10 Aug: 1; 17 Aug: 0; 24 Aug: 0; 31 Aug: 0; 7 Sep: 1; 14 Sep: 0; 21 Sep: 0; 28 Sep: 0; 5 Oct: 0375