Proceedings of Machine Learning Research

Jekyll2026-09-29T07:02:12+00:00https://proceedings.mlr.press/v306/feed.xmlProceedings of Machine Learning ResearchProceedings of the 43rd International Conference on Machine Learning Held in Seoul, South Korea on 06-11 July 2026 Published as Volume 306 by the Proceedings of Machine Learning Research on 29 September 2026. Volume Edited by: Tong Zhang Miroslav Dudik Martin Jaggi Alekh Agarwal Sharon Li Dale Schuurmans Jerry Zhu Felix Berkenkamp Hanze Dong Alberto Bietti Series Editors: Tegan Emerson Hoel Kervadec Neil D. Lawrence PMLRTUR-DPO: Topology- and Uncertainty-Aware Direct Preference Optimization2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abas26a[{"given"=>"Abdulhady", "family"=>"Abas"}, {"given"=>"Fatemeh", "family"=>"Daneshfar"}, {"given"=>"Seyedali", "family"=>"Mirjalili"}, {"given"=>"Mourad", "family"=>"Oussalah"}]

What Preferences Can—and Cannot—Predict in Multi-Agent Online Learning2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abbadi26a[{"given"=>"Omar", "family"=>"Abbadi"}, {"given"=>"Rida", "family"=>"Laraki"}, {"given"=>"Panayotis", "family"=>"Mertikopoulos"}]

QuantumBoost: A lazy, yet fast, quantum algorithm for learning with weak hypotheses2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abbas26a[{"given"=>"Amira", "family"=>"Abbas"}, {"given"=>"Yanlin", "family"=>"Chen"}, {"given"=>"Tuyen Quang", "family"=>"Nguyen"}, {"given"=>"Ronald", "family"=>"De Wolf"}]

Zero Sum SVD: Balancing Loss Sensitivity for Low Rank LLM Compression2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abbasi26a[{"given"=>"Ali", "family"=>"Abbasi"}, {"given"=>"Chayne", "family"=>"Thrash"}, {"given"=>"Haoran", "family"=>"Qin"}, {"given"=>"Shansita", "family"=>"Sharma"}, {"given"=>"Sepehr", "family"=>"Seifi"}, {"given"=>"Soheil", "family"=>"Kolouri"}]

MODEL SOUPS NEED ONLY ONE INGREDIENT2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abdollahpoorrostam26a[{"given"=>"Alireza", "family"=>"Abdollahpoorrostam"}, {"given"=>"Nikolaos", "family"=>"Dimitriadis"}, {"given"=>"Adam", "family"=>"Hazimeh"}, {"given"=>"Pascal", "family"=>"Frossard"}]

Concept Heterogeneity-aware Representation Steering2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abdullaev26a[{"given"=>"Laziz", "family"=>"Abdullaev"}, {"given"=>"Noelle Y. L.", "family"=>"Wong"}, {"given"=>"Ryan Lee T.", "family"=>"Z."}, {"given"=>"Shiqi", "family"=>"Jiang"}, {"given"=>"Minh-Khoi", "family"=>"Nguyen-Nhat"}, {"given"=>"Tan Minh", "family"=>"Nguyen"}]

Asymmetric Perturbation in Solving Bilinear Saddle-Point Optimization2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abe26a[{"given"=>"Kenshi", "family"=>"Abe"}, {"given"=>"Mitsuki", "family"=>"Sakamoto"}, {"given"=>"Kaito", "family"=>"Ariu"}, {"given"=>"Atsushi", "family"=>"Iwasaki"}]

Physics-Informed Residual Flows2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abijuru26a[{"given"=>"Jephte", "family"=>"Abijuru"}, {"given"=>"Mayank", "family"=>"Nagda"}, {"given"=>"Phil", "family"=>"Ostheimer"}, {"given"=>"Sebastian Josef", "family"=>"Vollmer"}, {"given"=>"Marius", "family"=>"Kloft"}, {"given"=>"Sophie", "family"=>"Fellenz"}]

Heavy-tailed Physics-Informed Neural Networks2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abijuru26b[{"given"=>"Jephte", "family"=>"Abijuru"}, {"given"=>"Mayank", "family"=>"Nagda"}, {"given"=>"Jan", "family"=>"Tauberschmidt"}, {"given"=>"Phil", "family"=>"Ostheimer"}, {"given"=>"Sebastian Josef", "family"=>"Vollmer"}, {"given"=>"Stephan", "family"=>"Mandt"}, {"given"=>"Marius", "family"=>"Kloft"}, {"given"=>"Sophie", "family"=>"Fellenz"}]

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding2026-09-29T00:00:00+00:002026-09-29T00:00:00+00:00https://proceedings.mlr.press/v306/abramovich26a[{"given"=>"Talor", "family"=>"Abramovich"}, {"given"=>"Maor", "family"=>"Ashkenazi"}, {"given"=>"Izzy", "family"=>"Putterman"}, {"given"=>"Benjamin", "family"=>"Chislett"}, {"given"=>"Tiyasa", "family"=>"Mitra"}, {"given"=>"Bita", "family"=>"Darvish Rouhani"}, {"given"=>"Ran", "family"=>"Zilberstein"}, {"given"=>"Yonatan", "family"=>"Geifman"}]