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pro vyhledávání: '"Konishi, Tatsuya"'
Existing research on task incremental learning in continual learning has primarily focused on preventing catastrophic forgetting (CF). Although several techniques have achieved learning with no CF, they attain it by letting each task monopolize a sub
Externí odkaz:
http://arxiv.org/abs/2306.14775
This paper studies the challenging continual learning (CL) setting of Class Incremental Learning (CIL). CIL learns a sequence of tasks consisting of disjoint sets of concepts or classes. At any time, a single model is built that can be applied to pre
Externí odkaz:
http://arxiv.org/abs/2306.12646
As AI agents are increasingly used in the real open world with unknowns or novelties, they need the ability to (1) recognize objects that (i) they have learned and (ii) detect items that they have not seen or learned before, and (2) learn the new ite
Externí odkaz:
http://arxiv.org/abs/2304.10038
Publikováno v:
ICLR 2023
Language models (LMs) have been instrumental for the rapid advance of natural language processing. This paper studies continual pre-training of LMs, in particular, continual domain-adaptive pre-training (or continual DAP-training). Existing research
Externí odkaz:
http://arxiv.org/abs/2302.03241
Continual learning (CL) learns a sequence of tasks incrementally. There are two popular CL settings, class incremental learning (CIL) and task incremental learning (TIL). A major challenge of CL is catastrophic forgetting (CF). While a number of tech
Externí odkaz:
http://arxiv.org/abs/2211.02633
Autor:
Legaspi, Roberto, Xu, Wenzhen, Konishi, Tatsuya, Wada, Shinya, Kobayashi, Nao, Naruse, Yasushi, Ishikawa, Yuichi
Publikováno v:
In Knowledge-Based Systems 28 February 2024 286
Autor:
Hamamura, Toshitaka, Kurokawa, Masayuki, Mishima, Koji, Konishi, Tatsuya, Nagata, Masatoshi, Honjo, Masaru
Publikováno v:
In Addictive Behaviors December 2023 147
Autor:
Konishi, Tatsuya, Ochi, Toshiki, Maruta, Masaki, Tanimoto, Kazushi, Miyazaki, Yukihiro, Iwamoto, Chika, Saitou, Takashi, Imamura, Takeshi, Yasukawa, Masaki, Takenaka, Katsuto
Publikováno v:
In Blood 23 November 2023 142(21):1789-1805
Akademický článek
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Autor:
Ono, Masataka, Watari, Satomi, Nishizawa-Higashi, Mizuho, Konishi, Tatsuya, Takahashi, Yoshinori, Saeki, Hiroki, Joe, Ga-Hyun
Publikováno v:
In Food Chemistry: Molecular Sciences 30 July 2023 6