TMLR Papers with Videos

DiffSampling: Enhancing Diversity and Accuracy in Neural Text Generation Giorgio Franceschelli, Mirco Musolesi tmlr.infinite-conf.org/paper_pages/kX… #decoding #text #diffsampling

CADmium: Fine-Tuning Code Language Models for Text- Driven Sequential CAD Design Prashant Govindarajan, Davide Baldelli, Jay Pathak, Quentin Fournier, Sarath Chandar tmlr.infinite-conf.org/paper_pages/lE… #cad #modeling #3d

On a Gradient Approach to Chebyshev Center Problems with Applications to Function Learning Abhinav Raghuvanshi, Mayank Baranwal, Debasish Chatterjee tmlr.infinite-conf.org/paper_pages/lP… #optimization #optimal #chebyshev

CREW-Wildfire: Benchmarking Agentic Multi-Agent Collaborations at Scale Jonathan Hyun, Nicholas R Waytowich, Boyuan Chen tmlr.infinite-conf.org/paper_pages/8m… #agent #agents #ai

Uncovering the Computational Roles of Nonlinearity in Sequence Modeling Using Almost-Linear RNNs Manuel Brenner, Georgia Koppe tmlr.infinite-conf.org/paper_pages/qI… #rnns #recurrent #neural

PredLDM: Spatiotemporal Sequence Prediction with Latent Diffusion Models Yechao Xu, Zhengxing Sun, Qian Li, Jiao Qu tmlr.infinite-conf.org/paper_pages/TW… #autoencoder #predicting #spatiotemporal

Tabby: A Language Model Architecture for Tabular and Structured Data Synthesis Sonia Cromp, Satya Sai Srinath Namburi GNVV, Mohammed Alkhudhayri et al. tmlr.infinite-conf.org/paper_pages/b9… #tabby #dataset #tabular

DuFal: Dual-Frequency-Aware Learning for High-Fidelity Extremely Sparse-view CBCT Reconstruction Cuong Tran Van, Trong-Thang Pham, Ngoc-Son Nguyen, Duy Minh Ho Nguyen, Ngan Le tmlr.infinite-conf.org/paper_pages/2w… #tomography #imaging #fourier

Generative Proto-Sequence: Sequence-Level Decision Making for Long-Horizon Reinforcement Learning Netanel Fried, Liad Giladi, Gilad Katz tmlr.infinite-conf.org/paper_pages/fS… #maze #reinforcement #exploration

iiANET: Inception Inspired Attention Hybrid Network for efficient Long-Range Dependency Yunusa Haruna, Adamu Lawan, Abdulganiyu Abdu Yusuf tmlr.infinite-conf.org/paper_pages/HG… #inception #attention #recognition

Exploring exploration with foundation agents in interactive environments Daniel P. Sawyer, Nan Rosemary Ke, Hubert Soyer et al. tmlr.infinite-conf.org/paper_pages/wO… #reward #exploration #learning

Rethinking Memory in Continual Learning: Beyond a Monolithic Store of the Past Yaqian Zhang, Bernhard Pfahringer, Eibe Frank, Albert Bifet tmlr.infinite-conf.org/paper_pages/wg… #memory #continual #replay

Physics of Language Models: Part 1, Learning Hierarchical Language Structures Zeyuan Allen-Zhu, Yuanzhi Li tmlr.infinite-conf.org/paper_pages/mP… #parsing #parse #grammars

On the Expressiveness of Softmax Attention: A Recurrent Neural Network Perspective Gabriel Mongaras, Eric C. Larson tmlr.infinite-conf.org/paper_pages/PH… #softmax #rnns #attention

Multi-BK-Net: Multi-Branch Multi-Kernel Convolutional Neural Networks for Clinical EEG Analysis Ann-Kathrin Kiessner, Tonio Ball, Joschka Boedecker tmlr.infinite-conf.org/paper_pages/Is… #cnn #cnns #neural

FedDUAL: A Dual-Strategy with Adaptive Loss and Dynamic Aggregation for Mitigating Data Heterogen... Pranab Sahoo, Ashutosh Tripathi, Sriparna Saha, Samrat Mondal tmlr.infinite-conf.org/paper_pages/8M… #learning #distributed #federated

TESGNN: Temporal Equivariant Scene Graph Neural Networks for Efficient and Robust Multi-View 3D S... Pham Phuoc Minh Quang, Nguyen Tiet Nguyen Khoi, Ngo Chi Lan et al. tmlr.infinite-conf.org/paper_pages/bo… #graphs #scene #3d

Robust Weight Imprinting: Insights from Neural Collapse and Proxy-Based Aggregation Justus Westerhoff, Golzar Atefi, Mario Koddenbrock et al. tmlr.infinite-conf.org/paper_pages/du… #learning #imprinting #neural

Is There a Better Source Distribution than Gaussian? Exploring Source Distributions for Image Flo... Junho Lee, Kwanseok Kim, Joonseok Lee tmlr.infinite-conf.org/paper_pages/se… #flow #generative #gaussian

Comprehension Without Competence: Architectural Limits of LLMs in Symbolic Computation and Reasoning Zheng Zhang tmlr.infinite-conf.org/paper_pages/Gz… #metacognitive #comprehension #computational