論文輪読（2026年度）

Copied from: Public/Paper Reading 2025

このセミナーについて (About this seminar)

担当者が見つけた面白い研究を紹介するセミナーです．以下の内容で構成されます． In this seminar, presenters share interesting studies that they found. The seminar consists of the following elements.

論文紹介 (Paper presentation): 面白いと思う論文（基本的にLong Paper）を選んで，その内容を著者の代わりになったつもりで発表する． A presenter reads a paper (long paper is strongly preffered) that he or she finds interesting, and explains the content as if he or she was an author of the paper.
著者プレゼンの上映と解説 (Watching talk videos): 担当者は面白いと思う研究の発表動画を選び，その論文の内容を把握する．担当者の補足説明を聞きながら，参加者みんなで発表動画を鑑賞する． Finding an interesting video presentation, a presenter reads and understands the content of the paper. Attendees watch the presentation video of the author of the paper. The presenter is expected to explain supplementary information about the research.

前者 (1) はプレゼンテーションの練習を兼ねています．後者 (2) は「よい」プレゼンテーションを鑑賞しながら，英語でのプレゼンテーションやディスカッションに慣れることを狙っています． The former (1) aims at practicing presentations. The latter (2) aims at improving listening and discussion skills in English as we enjoy good presentations.

発表者は一人目は (1) を，二人目は (1) か (2) のどちらかを担当します． The 1st presentator take (1). The 2nd one can select (1) or (2).

座長(chair)は、セミナーの司会進行をおこないます。 chair person host the seminar. 座長の仕事を参考にして，円滑に議論が進むように心がけてください． Please contribute to active discussion refering to Chair's Job.

発表時間 (Presentation Time)

Presentation: 15 ~ 20 minnutes
QA: 5 ~ 10 minutes

日時 (Date and time)

1,2Q : 17:15~18:55 (Wed.)

参加者 (Attendee)

全員

:exclamation: 発表を登録するときは，著者名，発表年，タイトル，会議名／ジャーナル名，（巻，号，ページ番号など）を必ず記入してください．preprintの論文は発表しないでください。 :exclamation: Please include author names, publication year, title, conference/journal name, (volume and page numbers) when you add an entry for presentation. Do not introduce papers of preprints.

論文へのリンク集 (Links to the papers)

ACL Anthlogy: TACL, ACL, NAACL, EMNLP, EACL, COLING, CoNLL, IJCNLP
AAAI
IJCAI
NeurIPS
ICML
ICLR

著者プレゼンテーションのリンク集 (Links to authors' presentations)

ACL 2026
EMNLP 2025
ICLR 2026 (Oral, Spotlight)
ICLR 2026
ICML 2025
ICML 2026
NeurIPS 2019~

Tips

リモートミーティングでビデオプレゼンテーションを行う場合は，画面およびオーディオを共有してください．
- Zoomの場合：特別な操作は不要です
- Microsoft Teamsの場合：システムオーディオの共有(Share the system audio)機能を利用してください．
When you stream the video presentation via remote meeting, please share the both screen and system audio.
- For Zoom: You don't have to do nothing special. Just share your screen.
- For Microsoft Teams: Please activate Share the system audio feature.

今後の予定 (Planned Seminars)

2026/10/08 (Thu) 13:30-15:10

seminar
- Oi: "Beyond Single Expert: Harmonizing Diverse Visual Priors in MLLMs for Spatial Understanding" (Lin+, NeurIPS2026) [paper, slide]
- Matsushita: "Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation" (Tian+, ACL2026.) [paper, slides]
chair
- Henzan

2026/10/15 (Thu) 13:30-15:10

seminar
- Win: "LLMs Get Lost In Multi-Turn Conversation" (Philippe+, ICLR2026) [paper, slides]
- Sugiura: "SWE-sweep: Can Agents Autonomously Find and Fix Bugs?" (Lieret+, 2026) [paper, slide]
chair
- Uchiyama

2026/10/22 (Thu) 13:30-15:10

PKSHA様招待講演

2026/10/29 (Thu) 13:30-15:10

seminar
- Han
- Shimane
chair
- Yamada

2026/11/05 (Thu) 13:30-15:10

seminar
- Miyamoto
- Saito
chair
- Han

2026/11/12 (Thu) 13:30-15:10

seminar
- Tanaka
- Ishikura
chair
- Shimane

2026/11/19 (Thu) 13:30-15:10

seminar
- Toyama
- Yamada
chair
- Ito

2026/11/26 (Thu) 13:30-15:10

seminar
- Maeda
- Uchiyama
chair
- Tamura

2026/12/03 (Thu) 13:30-15:10

seminar
- Maemura
- Takahashi
chair
- Toyama

2026/12/10 (Thu) 13:30-15:10

seminar
- Ito
- Henzan
- Kobayashi
chair
- Zhu

2026/12/17 (Thu) 13:30-15:10

seminar
- Tyrone
- Zhu
- Tamura
chair
- Tanaka

2026/12/24 (Thu) 13:30-15:10

seminar
- Onami
- Otsuka
chair
- Ishikura

2027/01/21 (Thu) 13:30-15:10

seminar
- Uno
- Ichinose
chair
- Maemura

2027/01/28 (Thu) 13:30-15:10

seminar
- Vincent
- Chuyan
chair
- Tyrone

2027/02/01 (Mon) 17:15-18:55

seminar
- Hida
- Katsumata
chair
- Chuyan

2027/02/04 (Thu) 13:30-15:10

seminar
- Oi
- Sugiura
chair
- Kobayashi

Past Seminar

2026/04/22 (Wed) 17:15-18:55

seminar
- Takahashi: "The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning" (Li+, ICML 2024 Poster.) [paper, slides]
- Saito: "Watermarking Diffusion Language Models" (Gloaquer+, ICLR 2026.) [paper, slides]
chair
- Miyamoto

2026/04/29 (Wed) 17:15-18:55

休日

2026/05/06 (Wed) 17:15-18:55

休日

2026/05/13 (Wed) 17:15-18:55

新入生自己紹介
seminar
- Ito
- Miyamoto
  - paper
  - slide
chair
- Kobayashi

2026/05/20 (Wed) 17:15-18:55

seminar
- Ishikura
- Yi-Ning
chair
- Tamura

2026/05/27 (Wed) 17:15-18:55

seminar
- Han
- Hu
chair
- Ito

2026/06/03 (Wed) 17:15-18:55

seminar
- Yamada
- Kobayashi
- Wu
chair
- Han

2026/06/10 (Wed) 17:15-18:55

seminar
- Tamura
- Tyrone
chair
- Ishikura

2026/06/17 (Wed) 17:15-18:55

seminar
- Vincent: "Retaining by Doing: The Role of On-Policy Data in Mitigating Forgetting" by Chen et al. (ICML 2026): slide, paper
- Shimane
- Onami
chair
- Toyama

2026/06/24 (Wed) 17:15-18:55

seminar
- Uchiyama
- Hida
chair
- Yamada

2026/07/01 (Wed) 17:15-18:55

seminar
- Win: "AMA-Bench: Evaluating Long-Horizon Memory for Agentic Applications" [deck , paper]
- Otsuka
chair
- Henzan

2026/07/08 (Wed) 17:15-18:55

skip

2026/07/15 (Wed) 17:15-18:55

seminar
- Toyama
- Chen
- Tanaka
chair
- Tyrone

2026/07/22 (Wed) 17:15-18:55

seminar
- Ichinose
  - Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for Open-Ended LLM Reasoning(ICML2026), slide, paper
- Matsushita: "How Do Language Models Speak Languages? A Case Study on Unintended Code-Switching" (Xiao+, ICML2026.) [slides, paper]
chair
- Uchiyama

2026/07/29 (Wed) 17:15-18:55

seminar
- Henzan
- Maemura
- Zhu
chair
- Otsuka

2026/08/05 (Wed) 17:15-18:55

seminar
- Uno
- Lim
chair
- Tanaka