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Adithya Balachandran

3 accepted papers

2026

PuzzleWorld: A Benchmark for Multimodal, Open-Ended Reasoning in Puzzlehunts

ICLR 2026poster

Puzzlehunts are a genre of complex, multi-step puzzles lacking well-defined problem definitions. In contrast to conventional reasoning benchmarks consisting of tasks with clear instructions and constrained environments, puzzlehunts requires discovering the underlying problem structure from multimoda…

Cited by 0SourcecodeScholar
2025

Partial Information Decomposition via Normalizing Flows in Latent Gaussian Distributions

NeurIPS 2025poster

The study of multimodality has garnered significant interest in fields where analyzing interactions among multiple information sources can enhance predictive modeling, data fusion, and interpretability. Partial information decomposition (PID) has emerged as a useful information-theoretic framework t…

Cited by 0SourceScholar
2023

Hierarchical Grammar-Induced Geometry for Data-Efficient Molecular Property Prediction

ICML 2023poster

The prediction of molecular properties is a crucial task in the field of material and drug discovery. The potential benefits of using deep learning techniques are reflected in the wealth of recent literature. Still, these techniques are faced with a common challenge in practice: Labeled data are lim…