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Workshop
Sun 10:45 Provably Learning Concepts by Comparison
Workshop
Provably Learning Concepts by Comparison
Yujia Zheng · Shaoan Xie · Kun Zhang
Workshop
Sat 10:30 Do music LLMs learn symbolic concepts? A pilot study using probing and intervention
Wenye Ma · Xinyue Li · Gus Xia
Poster
Wed 11:00 Symbolic Regression with a Learned Concept Library
Arya Grayeli · Atharva Sehgal · Omar Costilla Reyes · Miles Cranmer · Swarat Chaudhuri
Workshop
Explainable Concept Generation through Vision-Language Preference Learning
Aditya Taparia · Som Sagar · Ransalu Senanayake
Poster
Fri 16:30 A Theory of Optimistically Universal Online Learnability for General Concept Classes
Steve Hanneke · Hongao Wang
Poster
Wed 16:30 Uncovering Safety Risks of Large Language Models through Concept Activation Vector
Zhihao Xu · Ruixuan HUANG · Changyu Chen · Xiting Wang
Poster
Fri 11:00 Provably Transformers Harness Multi-Concept Word Semantics for Efficient In-Context Learning
Dake Bu · Wei Huang · Andi Han · Atsushi Nitanda · Taiji Suzuki · Qingfu Zhang · Hau-San Wong
Workshop
Understanding Visual Concepts Across Models
Brandon Trabucco · Max Gurinas · Kyle Doherty · Ruslan Salakhutdinov
Poster
Thu 11:00 From Causal to Concept-Based Representation Learning
Goutham Rajendran · Simon Buchholz · Bryon Aragam · Bernhard Schölkopf · Pradeep Ravikumar
Poster
Thu 11:00 A theoretical design of concept sets: improving the predictability of concept bottleneck models
Max Ruiz Luyten · Mihaela van der Schaar
Workshop
Sat 11:00 From Causal to Concept-Based Representation Learning
Goutham Rajendran · Simon Buchholz · Bryon Aragam · Bernhard Schölkopf · Pradeep Ravikumar