Certified papers at TMLR

New #ReproducibilityCertification: Reproducibility study of "Competition of Mechanisms: Tracing How Language Models Handle Facts and... Tijs Wiegman, Leyla Perotti, Viktória Pravdová, Ori Brand, Maria Heuss openreview.net/forum?id=VCG6j… #attention #softmax #recall

New #FeaturedCertification: The Geometry of Phase Transitions in Diffusion Models: Tubular Neighbourhoods and Singularities Manato Yaguchi, Kotaro Sakamoto, Ryosuke Sakamoto et al. openreview.net/forum?id=ahVFK… #diffusion #generative #sampling

New #SurveyCertification: A Survey of Frontiers in LLM Reasoning: Inference Scaling, Learning to Reason, and Agentic Systems Zixuan Ke, Fangkai Jiao, Yifei Ming et al. openreview.net/forum?id=SlsZZ… #ai #chatbots #agent

New #ReproducibilityCertification: Tracing Facts or just Copies? A critical investigation of the Competitions of Mechanisms in Large... Dante Campregher, Yanxu Chen, Sander Hoffman, Maria Heuss openreview.net/forum?id=1QrB5… #attention #counterfactual #interpretability

New #FeaturedCertification: Task Arithmetic Through The Lens Of One-Shot Federated Learning Zhixu Tao, Ian Mason, Sanjeev Kulkarni, Xavier Boix openreview.net/forum?id=Cgyo7… #task #federated #merging

New #FeaturedCertification: Task Arithmetic Through The Lens Of One-Shot Federated Learning Zhixu Tao, Ian Mason, Sanjeev Kulkarni, Xavier Boix openreview.net/forum?id=Cgyo7… #task #federated #merging

New #ExpertCertification: Gaussian Processes with Bayesian Inference of Covariate Couplings Mattia Rosso, Juho Ylä-Jääski, Zheyang Shen, Markus Heinonen, Maurizio Filippone openreview.net/forum?id=fameE… #gaussian #covariances #covariates

New #SurveyCertification: A Survey of Reinforcement Learning from Human Feedback Timo Kaufmann, Paul Weng, Viktor Bengs, Eyke Hüllermeier openreview.net/forum?id=f7OkI… #reinforcement #learns #reward

New #FeaturedCertification: SCas4D: Structural Cascaded Optimization for Boosting Persistent 4D Novel View Synthesis Jipeng Lyu, Jiahua Dong, Yu-Xiong Wang openreview.net/forum?id=Ykycj… #articulated #3d #scenes

New #SurveyCertification: A User's Guide to Sampling Strategies for Sliced Optimal Transport Keanu Sisouk, Julie Delon, Julien Tierny openreview.net/forum?id=ECBep… #optimal #transport #sampling

New #SurveyCertification: A Survey of State Representation Learning for Deep Reinforcement Learning Ayoub Echchahed, Pablo Samuel Castro openreview.net/forum?id=gOk34… #reinforcement #representations #representation

New #SurveyCertification: Monocular Dynamic Gaussian Splatting: Fast, Brittle, and Scene Complexity Rules Yiqing Liang, Mikhail Okunev, Mikaela Angelina Uy et al. openreview.net/forum?id=fzmw8… #benchmark #scenes #gaussian

New #ReproducibilityCertification: Reproducibility Study of "Improving Interpretation Faithfulness For Vision Transformers" Meher Changlani, Benjamin Hucko, Ioannis Kechagias, Aswin Krishna Mahadevan openreview.net/forum?id=a0ryt… #adversarial #denoised #robust

New #ReproducibilityCertification: Revisiting XRec: How Collaborative Signals Influence LLM-Based Recommendation Explanations Cătălin-Emanuel Brița, Hieu Nguyen, Lubov Chalakova, Nikola Petrov openreview.net/forum?id=cPtqO… #recommender #attention #collaborative

New #ReproducibilityCertification,SurveyCertification: Pitfalls in Evaluating Inference-time Methods for Improving LLM Reliability Michael M. Jerge, David Evans openreview.net/forum?id=xeGWs… #reliable #language #inference

New #ReproducibilityCertification: Revisiting Discover-then-Name Concept Bottleneck Models: A Reproducibility Study Freek Byrman, Emma Kasteleyn, Bart Kuipers, Daniel Uyterlinde openreview.net/forum?id=946cT… #autoencoder #deep #bottleneck

New #ReproducibilityCertification: Dynamics of the accelerated t-SNE Kyoichi Iwasaki, Hideitsu Hino openreview.net/forum?id=dfUeb… #embedding #visualizing #clustering

New #FeaturedCertification: SEE-DPO: Self Entropy Enhanced Direct Preference Optimization Shivanshu Shekhar, Shreyas Singh, Tong Zhang openreview.net/forum?id=xQbRF… #regularization #generative #reward

New #ReproducibilityCertification: Reproducibility Study of ’SLICE: Stabilized LIME for Consistent Explanations for Image Classifica... Aritra Bandyopadhyay, Chiranjeev Bindra, Roan van Blanken, Arijit Ghosh openreview.net/forum?id=vKUPX… #superpixels #feature #classification

New #ReproducibilityCertification: NeoBERT: A Next Generation BERT Lola Le Breton, Quentin Fournier, Mariam El Mezouar, Sarath Chandar openreview.net/forum?id=TJRyD… #encoder #encoders #bert