ICML 2025 Workshop LCFM Submissions

MatMuls are Enough for Efficient and Performant Linear-Time Attention
Andrew Argatkiny, Ilya Makarov
- Published: 10 Jun 2025, Last Modified: 28 Jun 2025
- LCFM 2025
- Readers: Everyone
Scalable LLM Math Reasoning Acceleration with Low-rank Distillation
Harry Dong, Bilge Acun, Beidi Chen, Yuejie Chi
- Published: 10 Jun 2025, Last Modified: 24 Jun 2025
- LCFM 2025
- Readers: Everyone
PhantomWiki: On-Demand Datasets for Reasoning and Retrieval Evaluation
Albert Gong, Chao Wan, Kamilė Stankevičiūtė, Anmol Kabra, Raphael Thesmar, Johann Lee, Julius Klenke, Carla P Gomes, Kilian Q Weinberger
- Published: 10 Jun 2025, Last Modified: 27 Jun 2025
- LCFM 2025
- Readers: Everyone
HeadInfer: Memory-Efficient LLM Inference by Head-wise Offloading
Cheng Luo, Zefan Cai, Hanshi Sun, Jinqi Xiao, Bo Yuan, Wen Xiao, Junjie Hu, Jiawei Zhao, Beidi Chen, Anima Anandkumar
- Published: 10 Jun 2025, Last Modified: 23 Jun 2025
- LCFM 2025
- Readers: Everyone
pLSTM: parallelizable Linear Source Transition Mark networks
Korbinian Pöppel, Richard Freinschlag, Thomas Schmied, Wei Lin, Sepp Hochreiter
- Published: 10 Jun 2025, Last Modified: 21 Jun 2025
- LCFM 2025
- Readers: Everyone
Thinformer: Guaranteed Attention Approximation via Low-Rank Thinning
Annabelle Michael Carrell, Albert Gong, Abhishek Shetty, Raaz Dwivedi, Lester Mackey
- Published: 10 Jun 2025, Last Modified: 01 Jul 2025
- LCFM 2025
- Readers: Everyone
Say as It Is: Verbatim Fidelity Evaluation of Long-Context Language Model
Kyu Won Kim, Suhwan Choi, Myeongho Jeon
- Published: 10 Jun 2025, Last Modified: 28 Jun 2025
- LCFM 2025
- Readers: Everyone
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Yuanzhe Hu, Yu Wang, Julian McAuley
- Published: 10 Jun 2025, Last Modified: 27 Jun 2025
- LCFM 2025
- Readers: Everyone
Pause-Tuning for Long-Context Comprehension: A Lightweight Approach to LLM Attention Recalibration
James Begin, Namit Agrawal, Eshan Singh, Yicheng Fu, Sean O'Brien, Vasu Sharma, Kevin Zhu
- Published: 10 Jun 2025, Last Modified: 26 Jun 2025
- LCFM 2025
- Readers: Everyone
MKA: Memory-Keyed Attention for Efficient Long-Context Reasoning
Dong Liu, Yanxuan Yu, Xuhong Wang, Ben Lengerich, Ying Nian Wu
- Published: 10 Jun 2025, Last Modified: 28 Jun 2025
- LCFM 2025
- Readers: Everyone