Jekyll2026-04-06T07:32:18+00:00https://proceedings.mlr.press/v328/feed.xmlProceedings of Machine Learning ResearchConference on Parsimony and Learning
Held in T{\"u}bingen, Germany on 23-26 March 2026
Published as Volume 328 by the Proceedings of Machine Learning Research on 06 April 2026.
Volume Edited by:
Rebekka Burkholz
Shiwei Liu
Saiprasad Ravishankar
William Redman
Wei Huang
Weijie Su
Zhihui Zhu
Series Editors:
Neil D. Lawrence
PMLRKNIGHT: Knowledge Graph-Driven Multiple-Choice Question Generation with Adaptive Hardness Calibration2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/amanlou26a[{"given"=>"Mohammad", "family"=>"Amanlou"}, {"given"=>"Erfan Shafiee", "family"=>"Moghaddam"}, {"given"=>"Mahdi", "family"=>"Nouri"}, {"given"=>"Yasaman Amou", "family"=>"Jafary"}, {"given"=>"Farhan", "family"=>"Farsi"}, {"given"=>"Behnam", "family"=>"Bahrak"}]Beyond Greedy Decoding: Model-Specific Strategy Selection via Multi-faceted Uncertainty Decomposition2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/baeg26a[{"given"=>"Kwangje", "family"=>"Baeg"}, {"given"=>"Yubin", "family"=>"Lim"}]ERC-SVD: Error-Controlled SVD for Large Language Model Compression2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/bai26a[{"given"=>"Haolei", "family"=>"Bai"}, {"given"=>"Siyong", "family"=>"Jian"}, {"given"=>"Tuo", "family"=>"Liang"}, {"given"=>"Yu", "family"=>"Yin"}, {"given"=>"Huan", "family"=>"Wang"}]Byzantine-Robust Optimization under $(L_0,L_1)$-Smoothness2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/bolatov26a[{"given"=>"Arman", "family"=>"Bolatov"}, {"given"=>"Samuel", "family"=>"Horváth"}, {"given"=>"Martin", "family"=>"Takáč"}, {"given"=>"Eduard", "family"=>"Gorbunov"}]Dynamic SFT with Structured Measurements: Fast Queries, Fast Updates, Provable Guarantees2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/cao26a[{"given"=>"Yang", "family"=>"Cao"}, {"given"=>"Zhao", "family"=>"Song"}]Parameter-Efficient Distributional RL via Normalizing Flows and a Geometry-Aware Cramér Surrogate2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/chehboune26a[{"given"=>"Simo Alami", "family"=>"Chehboune"}, {"given"=>"Rim", "family"=>"Kaddah"}, {"given"=>"Marie-Paule", "family"=>"CANI"}, {"given"=>"Jesse", "family"=>"Read"}]Semantic Homogeneity As Demonstration: Batch-Structured Semi-Supervised In-Context Learning for Natural Language Understanding2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/chen26a[{"given"=>"Cheng", "family"=>"Chen"}, {"given"=>"Yuangang", "family"=>"Pan"}, {"given"=>"Ivor", "family"=>"Tsang"}]Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/chen26b[{"given"=>"Ke", "family"=>"Chen"}, {"given"=>"Xucheng", "family"=>"Yu"}, {"given"=>"Yufei", "family"=>"Zhou"}, {"given"=>"Haohan", "family"=>"Wang"}]Scalable LLM Reasoning Acceleration with Low-rank Distillation2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/dong26a[{"given"=>"Harry", "family"=>"Dong"}, {"given"=>"Bilge", "family"=>"Acun"}, {"given"=>"Beidi", "family"=>"Chen"}, {"given"=>"Yuejie", "family"=>"Chi"}]FLIPR: FLexible and Interpretable Prediction Regions for time series2026-04-06T00:00:00+00:002026-04-06T00:00:00+00:00https://proceedings.mlr.press/v328/english26a[{"given"=>"Eshant", "family"=>"English"}, {"given"=>"Christoph", "family"=>"Lippert"}]