| Date | Topic | Materials |
| 13.10. | Introduction Session | Organisation |
| 20.10. | | Break |
| 27.10. | RWKVXLSTM | Jakob MoserIsabel Braner |
| 03.11. | RetNetS4 | Lea ChrysanthopoulouChi, Heyuan |
| 10.11. | MambaMamba2 | Gianina KroneValeriia Didushok |
| 17.11. | HyenaRoFormer | Finn HillengassQian Zhou |
| 24.11. | TitansAtlas | Leander KarpJinghan Hu |
| 01.12. | PerformerLinformer | Amirreza TarabkhahMario Kuzmanov |
| 08.12. | FNetMiras | Reza RajaeeNilushika Nadaraj |
| 15.12. | ReformerSynthesizer | Yuka WolterYiting Tong |
| 12.01. | LongformerFlashAtt | Sophia WikingerWeiguo Li |
| 19.01. | https://arxiv.org/pdf/2505.06257FlashAtt2 | Bohdana IvakhnenkoShaowei Zhang |
| 26.01. | GLABigBird | Priya YadavTiange Lyu |
| 02.02. | CompTranshttps://arxiv.org/pdf/2507.10524 | Buse ErkirazZhaokun Wang |
| Additional Slot after Seminar | LinearTransAnd all postponed presentations due to medical reasons (doctor's note required) | Zheng-Lin Lin |