Robuta

https://openreview.net/forum?id=NMvMYtRjkg An Investigation of Memorization Risk in Healthcare Foundation Models | OpenReview Foundation models trained on large-scale de-identified electronic health records (EHRs) hold promise for clinical applications. However, their capacity to... an investigationhealthcare foundationmemorizationriskmodels https://openreview.net/forum?id=KviM5k8pcP AI Control: Improving Safety Despite Intentional Subversion | OpenReview As large language models (LLMs) become more powerful and are deployed more autonomously, it will be increasingly important to prevent them from causing harmful... ai controlimproving safetydespiteintentionalsubversion https://openreview.net/forum?id=6Mxhg9PtDE Safety Alignment Should be Made More Than Just a Few Tokens Deep | OpenReview The safety alignment of current Large Language Models (LLMs) is vulnerable. Simple attacks, or even benign fine-tuning, can jailbreak aligned models. We note... just a few https://openreview.net/group?id=ICML.cc/2024/Workshop/DMLR ICML 2024 Workshop DMLR | OpenReview Welcome to the OpenReview homepage for ICML 2024 Workshop DMLR icmlworkshopdmlropenreview https://openreview.net/forum?id=JPOW9FToYX Sampling Protein Language Models for Functional Protein Design | OpenReview Protein language models have emerged as powerful ways to learn complex representations of proteins, thereby improving their performance on several downstream... language modelsfunctional designsamplingproteinopenreview https://openreview.net/forum?id=SJxSOJStPr A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning | OpenReview We propose an expansion-based approach for task-free continual learning for the first time. Our model consists of a set of neural network experts and expands... https://openreview.net/forum?id=VD_ozqvBy4W CoCon: A Self-Supervised Approach for Controlled Text Generation | OpenReview Pretrained Transformer-based language models (LMs) display remarkable natural language generation capabilities. With their immense potential, controlling text... text generationcoconselfsupervisedapproach https://openreview.net/group?id=MobiUK.org/2026/Symposium MobiUK 2026 Symposium | OpenReview Welcome to the OpenReview homepage for MobiUK 2026 Symposium mobiuksymposiumopenreview https://openreview.net/forum?id=FBkpCyujtS Turning Up the Heat: Min-p Sampling for Creative and Coherent LLM Outputs | OpenReview Large Language Models (LLMs) generate text by sampling the next token from a probability distribution over the vocabulary at each decoding step. Popular... turning up the heat https://openreview.net/forum?id=2CttJRdVRC Byzantine Machine Learning: MultiKrum and an Optimal Notion of Robustness | OpenReview Aggregation rules are the cornerstone of distributed (or federated) learning in the presence of adversaries, under the so-called Byzantine threat model. They... machine learningbyzantine https://openreview.net/forum?id=YKTJJCNXF4 Transport Clustering: Solving Low-Rank Optimal Transport via Clustering | OpenReview Optimal transport (OT) finds a least cost transport plan between two probability distributions using a cost matrix over pairs of points. Constraining the rank... transportclusteringsolvinglowrank https://openreview.net/forum?id=Lvy5MjyTh3 Inverting Gradient Attacks Makes Powerful Data Poisoning | OpenReview Gradient attacks and data poisoning tamper with the training of machine learning algorithms to maliciously alter them and have been proven to be equivalent in... powerful datagradientattacksmakespoisoning https://openreview.net/forum?id=e5Yky8Fnvj EPITOME: Experimental Protocol Inventory for Theory Of Mind Evaluation | OpenReview We address a growing debate about the extent to which large language models (LLMs) produce behavior consistent with Theory of Mind (ToM) in humans. We present... theory of mindepitomeexperimentalprotocolinventory https://openreview.net/forum?id=6ldD8Y4gBQ Data Taggants: Dataset Ownership Verification Via Harmless Targeted Data Poisoning | OpenReview Dataset ownership verification, the process of determining if a dataset is used in a model's training data, is necessary for detecting unauthorized data usage... dataownershipverificationviaharmless https://openreview.net/forum?id=r1etN1rtPB Implementation Matters in Deep RL: A Case Study on PPO and TRPO | OpenReview We study the roots of algorithmic progress in deep policy gradient algorithms through a case study on two popular algorithms: Proximal Policy Optimization... a case study https://openreview.net/group?id=aclweb.org/ACL/ARR ACL ARR | OpenReview Welcome to the OpenReview homepage for ACL ARR aclarropenreview https://openreview.net/profile?id=~Benjamin_Schiller1 Benjamin Schiller | OpenReview Promoting openness in scientific communication and the peer-review process benjaminschilleropenreview https://openreview.net/profile?id=~Vishwak_Srinivasan1 Vishwak Srinivasan | OpenReview Promoting openness in scientific communication and the peer-review process srinivasanopenreview https://openreview.net/profile?id=~Alberto_D'Onofrio1 Alberto D'Onofrio | OpenReview Promoting openness in scientific communication and the peer-review process albertoopenreview https://openreview.net/submissions?venue=automl.cc/AutoML/2024/Workshop_Track Submissions | OpenReview Promoting openness in scientific communication and the peer-review process submissionsopenreview https://openreview.net/forum?id=jDF2ZXI8AX&referrer=%5Bthe%20profile%20of%20Mikaela%20Angelina%20Uy%5D(%2Fprofile%3Fid%3D~Mikaela_Angelina_Uy1) MV2Cyl: Reconstructing 3D Extrusion Cylinders from Multi-View Images | OpenReview We present MV2Cyl, a novel method for reconstructing 3D from 2D multi-view images, not merely as a field or raw geometry but as a sketch-extrude CAD.... multi viewextrusioncylindersimagesopenreview https://aclrollingreview.org/statement-openreview-data-leakage Statement from ARR and EACL 2026 Organizers re OpenReview data leakage – ACL Rolling Review – A... Dec 17, 2025 - As noted in the ACL’s Nov 29 announcement, OpenReview was notified on Nov 27 of a software bug that allowed unauthorized access to authors, reviewers, and area... https://openreview.net/profile?id=~Alan_Yuille1 Alan Yuille | OpenReview Promoting openness in scientific communication and the peer-review process alan yuilleopenreview https://openreview.net/profile?id=~Seongho_Choi1 Seongho Choi | OpenReview Promoting openness in scientific communication and the peer-review process choiopenreview https://openreview.net/login?redirect=/forum?id%3D2Co3DA4jY0 Login | OpenReview Promoting openness in scientific communication and the peer-review process openreview https://openreview.net/forum?id=7QRaAfbium Non-Vacuous Generalization Bounds for Large Language Models | OpenReview Modern language models can contain billions of parameters, raising the question of whether they can generalize beyond the training data or simply regurgitate... large language modelsnongeneralizationboundsopenreview https://openreview.net/forum?id=gdxUJvPng5 Reasoning and Tools for Forecasting | OpenReview Language models (LMs) trained on web-scale datasets are largely successful due to their ability to memorize large amounts of training data, even if only... reasoningtoolsforecastingopenreview https://openreview.net/profile?id=~Aditya_Mate1 Aditya Mate | OpenReview Promoting openness in scientific communication and the peer-review process adityamateopenreview https://openreview.net/forum?id=q4mtFqw8PR Best Arm Identification for Prompt Learning under a Limited Budget | OpenReview The remarkable instruction-following capability of large language models (LLMs) has sparked a growing interest in automatically learning suitable prompts.... limited budgetbestarmidentificationprompt https://openreview.net/forum?id=5a27EE8LxX Toxicity Detection for Free | OpenReview Current LLMs are generally aligned to follow safety requirements and tend to refuse toxic prompts. However, LLMs can fail to refuse toxic prompts or be... toxicity detectionfor freeopenreview https://openreview.net/forum?id=TitmKQCIw0%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20https://repository.ubn.ru.nl/handle/2066/324614 Forum | OpenReview Promoting openness in scientific communication and the peer-review process forumopenreview https://openreview.net/forum?id=cuFEpr3UU5 Generalizable Insights for Graph Transformers in Theory and Practice | OpenReview Graph transformers (GTs) have demonstrated strong empirical performance; however, current architectures exhibit significant variations in their utilization of... theory and practiceinsightsgraphtransformersopenreview https://openreview.net/profile?id=~Jeong_Yeon_Shin1 Jeong Yeon Shin | OpenReview Promoting openness in scientific communication and the peer-review process jeongyeonshinopenreview https://openreview.net/profile?email=t-algaun%40microsoft.com | OpenReview Promoting openness in scientific communication and the peer-review process openreview https://openreview.net/profile?id=~Tal_Amir1 Tal Amir | OpenReview Promoting openness in scientific communication and the peer-review process talamiropenreview https://openreview.net/forum?id=JhTn1Lt04U Hopfield Boosting for Out-of-Distribution Detection | OpenReview Out-of-distribution (OOD) detection is crucial for real-world machine learning. Outlier exposure methods, which use auxiliary outlier data, can significantly... out ofboostingdistributiondetectionopenreview https://openreview.net/profile?id=~Brendan_Kennedy2 Brendan Kennedy | OpenReview Promoting openness in scientific communication and the peer-review process brendankennedyopenreview https://openreview.net/profile?id=~Fangming_Feng2 Fangming Feng | OpenReview Promoting openness in scientific communication and the peer-review process fengopenreview https://openreview.net/venue?id=ai-days.swiss-ai-center.ch/Swiss_AI_Days Venues | OpenReview Promoting openness in scientific communication and the peer-review process venuesopenreview https://openreview.net/forum?id=tMzPZTvz2H&referrer=%5Bthe%20profile%20of%20Fanghui%20Liu%5D(%2Fprofile%3Fid%3D~Fanghui_Liu1) Generalization of Scaled Deep ResNets in the Mean-Field Regime | OpenReview Despite the widespread empirical success of ResNet, the generalization properties of deep ResNet are rarely explored beyond the lazy training regime. In this... in thegeneralizationscaleddeep https://openreview.net/profile?id=~Joseph_Charles_Bingham1 Joseph Charles Bingham | OpenReview Promoting openness in scientific communication and the peer-review process joseph charlesbinghamopenreview https://openreview.net/profile?id=~Luis_Espinosa-Anke1 Luis Espinosa-Anke | OpenReview Promoting openness in scientific communication and the peer-review process luisespinosaankeopenreview https://openreview.net/forum?id=mVt55ZQqfTl Combinatorial Pure Exploration with Bottleneck Reward Function | OpenReview In this paper, we study the Combinatorial Pure Exploration problem with the Bottleneck reward function (CPE-B) under the fixed-confidence (FC) and fixed-budget... pureexplorationbottleneckrewardfunction https://openreview.net/forum?id=VvGIT6AOGsx CCVS: Context-aware Controllable Video Synthesis | OpenReview This presentation introduces a self-supervised learning approach to the synthesis of new videos clips from old ones, with several new key elements for improved... context awarecontrollablevideosynthesisopenreview https://openreview.net/profile?id=~Mukund_Sudarshan1 Mukund Sudarshan | OpenReview Promoting openness in scientific communication and the peer-review process sudarshanopenreview https://openreview.net/forum?id=k60XE_b0Ix6 Learning Label Encodings for Deep Regression | OpenReview We propose an end-to-end automated approach to learn label encodings for deep regression. learninglabelencodingsdeepregression https://openreview.net/forum?id=mnfzSF746z Combined Task and Motion Planning Via Sketch Decompositions | OpenReview The challenge in combined task and motion planning (TAMP) is the effective integration of a search over a combinatorial space, usually carried out by a task... motion planningcombinedtaskviasketch https://openreview.net/forum?id=nx9Z5Kva96 Revisiting Source-Free Domain Adaptation: a New Perspective via Uncertainty Control | OpenReview Source-Free Domain Adaptation (SFDA) seeks to adapt a pre-trained source model to the target domain using only unlabeled target data, without access to the... a new perspectivefree domain https://openreview.net/login?redirect=/forum?id%3DFuRo7Ur5Ib Login | OpenReview Promoting openness in scientific communication and the peer-review process openreview https://openreview.net/profile?id=~Guoxiu_He1 Guoxiu He | OpenReview Promoting openness in scientific communication and the peer-review process openreview https://openreview.net/profile?id=~Jinghui_Qin1 Jinghui Qin | OpenReview Promoting openness in scientific communication and the peer-review process qinopenreview https://openreview.net/profile?id=~Qianli_Liao1 Qianli Liao | OpenReview Promoting openness in scientific communication and the peer-review process qianliliaoopenreview https://openreview.net/forum?id=i39yXaUKuF Segment Any Point Cloud Sequences by Distilling Vision Foundation Models | OpenReview Recent advancements in vision foundation models (VFMs) have opened up new possibilities for versatile and efficient visual perception. In this work, we... point cloudvision foundationsegmentsequences https://openreview.net/forum?id=78lTuD6wiO&referrer=%5Bthe%20profile%20of%20James%20Matthew%20Rehg%5D(%2Fprofile%3Fid%3D~James_Matthew_Rehg1) What is the Visual Cognition Gap between Humans and Multimodal LLMs? | OpenReview Recently, Multimodal Large Language Models (MLLMs) and Vision Language Models (VLMs) have shown great promise in language-guided perceptual tasks such as... what is the https://openreview.net/forum?id=MGDYQNXjCg A Game-Theoretic Framework for Managing Risk in Multi-Agent Systems | OpenReview In order for agents in multi-agent systems (MAS) to be safe, they need to take into account the risks posed by the actions of other agents. However, the... a gamemanaging risk https://openreview.net/profile?id=~Alexander_Ladd1 Alexander Ladd | OpenReview Promoting openness in scientific communication and the peer-review process alexanderladdopenreview https://openreview.net/forum?id=7k2vOhYPnd Object-Flow Machine Learning: Active learning framework utilizing protocols information | OpenReview machine learningobjectflowactiveframework https://openreview.net/profile?id=~Jaakko_Lehtinen1 Jaakko Lehtinen | OpenReview Promoting openness in scientific communication and the peer-review process jaakkoopenreview https://openreview.net/profile?id=~shuang_ma1 shuang ma | OpenReview Promoting openness in scientific communication and the peer-review process shuangopenreview https://openreview.net/forum?id=3YJ3JAI8Sz Analyzing and Improving Chain-of-Thought Monitorability Through Information Theory | OpenReview Chain-of-thought (CoT) monitors are LLM-based systems that analyze reasoning traces to detect when outputs may exhibit attributes of interest such as... chain of thoughtinformation theoryanalyzingimproving https://openreview.net/forum?id=qxvlOypu7db&referrer=%5Bthe%20profile%20of%20Felix%20Biggs%5D(%2Fprofile%3Fid%3D~Felix_Biggs1) On Margins and Generalisation for Voting Classifiers | OpenReview We study the generalisation properties of majority voting on finite ensembles of classifiers, proving margin-based generalisation bounds via the PAC-Bayes... on marginsvotingclassifiersopenreview https://openreview.net/forum?id=rIx1YXVWZb Understanding Addition in Transformers | OpenReview Understanding the inner workings of machine learning models like Transformers is vital for their safe and ethical use. This paper provides a comprehensive... understandingadditiontransformersopenreview https://openreview.net/profile?id=~Nicholas_Geneva1 Nicholas Geneva | OpenReview Promoting openness in scientific communication and the peer-review process nicholasgenevaopenreview https://openreview.net/profile?id=~Bowen_Jiang3 Bowen Jiang | OpenReview Promoting openness in scientific communication and the peer-review process bowenjiangopenreview https://openreview.net/forum?id=sTjW3JHs2V Let the Flows Tell: Solving Graph Combinatorial Problems with GFlowNets | OpenReview Combinatorial optimization (CO) problems are often NP-hard and thus out of reach for exact algorithms, making them a tempting domain to apply machine learning... letflowstellsolving https://openreview.net/forum?id=ntGPYNUF3t Latte: Latent Diffusion Transformer for Video Generation | OpenReview We propose Latte, a novel Latent Diffusion Transformer for video generation. Latte first extracts spatio-temporal tokens from input videos and then adopts a... latent diffusionfor videolattetransformergeneration https://openreview.net/profile?id=~P._Vaidyanathan1 P. Vaidyanathan | OpenReview Promoting openness in scientific communication and the peer-review process p https://openreview.net/revisions?id=o5D8i2zZ1l Revisions | OpenReview Promoting openness in scientific communication and the peer-review process revisionsopenreview https://openreview.net/forum?id=eT1QOsssRB Strategyproof Voting under Correlated Beliefs | OpenReview In voting theory, when voters have ranked preferences over candidates, the celebrated Gibbard-Satterthwaite Theorem essentially rules out the existence of... votingcorrelatedbeliefsopenreview https://openreview.net/login?redirect=/forum?id%3Dc7nSUlJc34 Login | OpenReview Promoting openness in scientific communication and the peer-review process openreview https://openreview.net/forum?id=qmoVQbwmCY Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention | OpenReview Learning modular object-centric representations is said to be crucial for systematic generalization. Existing methods show promising object-binding... representation learningobjectcentricviaprobabilistic https://openreview.net/profile?id=~Soham_Bakshi1 Soham Bakshi | OpenReview Promoting openness in scientific communication and the peer-review process sohamopenreview https://openreview.net/login?redirect=/forum?id%3D03boHXtK71 Login | OpenReview Promoting openness in scientific communication and the peer-review process openreview https://openreview.net/profile?id=~Nan_Jiang7 Nan Jiang | OpenReview Promoting openness in scientific communication and the peer-review process nan jiangopenreview https://openreview.net/profile?id=~Max_Vladymyrov1 Max Vladymyrov | OpenReview Promoting openness in scientific communication and the peer-review process maxopenreview https://openreview.net/profile?id=~Yuanhong_Xu1 Yuanhong Xu | OpenReview Promoting openness in scientific communication and the peer-review process xuopenreview https://openreview.net/profile?id=~Yepeng_Weng1 Yepeng Weng | OpenReview Promoting openness in scientific communication and the peer-review process wengopenreview https://openreview.net/profile?id=~Hongyang_Chen2 Hongyang Chen | OpenReview Promoting openness in scientific communication and the peer-review process chenopenreview https://openreview.net/profile?id=~Moritz_Grosse-Wentrup3 Moritz Grosse-Wentrup | OpenReview Promoting openness in scientific communication and the peer-review process moritzgrosseopenreview https://openreview.net/forum?id=3wBqoPfoeJ Twisting Lids Off with Two Hands | OpenReview Manipulating objects with two multi-fingered hands has been a long-standing challenge in robotics, due to the contact-rich nature of many manipulation tasks... two handstwistinglidsopenreview https://openreview.net/forum?id=O9EWFKXcXTU ProtoBrainMaps: Prototypical Brain Maps for Alzheimer's Disease Progression Modeling | OpenReview We propose a novel interpretable framework named Prototypical Brain Maps (ProtoBrainMaps) for modeling Alzheimer's disease progressions through a set of... disease progressionprototypicalbrainmaps https://openreview.net/forum?id=SJ1Xmf-Rb FearNet: Brain-Inspired Model for Incremental Learning | OpenReview FearNet is a memory efficient neural-network, inspired by memory formation in the mammalian brain, that is capable of incremental class learning without... brain inspiredincremental learningmodelopenreview https://openreview.net/profile?id=~Qiuyue_Wang2 Qiuyue Wang | OpenReview Promoting openness in scientific communication and the peer-review process wangopenreview https://openreview.net/forum?id=fo5IUCMoFg&referrer=%5Bthe%20profile%20of%20Ji%20Shi%5D(%2Fprofile%3Fid%3D~Ji_Shi3) Offline vs. Online Learning in Model-based RL: Lessons for Data Collection Strategies | OpenReview Data collection is crucial for learning robust world models in model-based reinforcement learning. The most prevalent strategies are to actively collect... https://openreview.net/forum?id=Q2xpIFubR8M On Narrative Information and the Distillation of Stories | OpenReview We introduce narrative information and use contrastive learning to distill the narrative essence out of music albums. and thenarrativeinformationdistillationstories https://openreview.net/group?id=ICML.cc/2025/Workshop/CFAgentic ICML 2025 Workshop CFAgentic | OpenReview Welcome to the OpenReview homepage for ICML 2025 Workshop CFAgentic icmlworkshopopenreview https://openreview.net/forum?id=eVuMspr9cu5 CATs: Cost Aggregation Transformers for Visual Correspondence | OpenReview We propose a novel cost aggregation network, called Cost Aggregation Transformers (CATs), to find dense correspondences between semantically similar images... cost aggregationcatstransformersvisualcorrespondence https://openreview.net/revisions?id=APElRzkmGY Revisions | OpenReview Promoting openness in scientific communication and the peer-review process revisionsopenreview https://openreview.net/profile?id=~Yang_Yang2 Yang Yang | OpenReview Promoting openness in scientific communication and the peer-review process yangopenreview https://openreview.net/profile?id=~Weijie_Shi1 Weijie Shi | OpenReview Promoting openness in scientific communication and the peer-review process shiopenreview https://openreview.net/profile?id=~Guy_Lever1 Guy Lever | OpenReview Promoting openness in scientific communication and the peer-review process guyleveropenreview https://openreview.net/forum?id=Ayf90B1yESX The Medkit-Learn(ing) Environment: Medical Decision Modelling through Simulation | OpenReview The goal of understanding decision-making behaviours in clinical environments is of paramount importance if we are to bring the strengths of machine learning... medkitlearningenvironment https://openreview.net/forum?id=lRYfPNKCRu Predicting Deep Neural Network Generalization with Perturbation Response Curves | OpenReview We introduce a new approach to predict generalization and invariance of trained neural nets, by generating perturbation response curves and statistics inspired... deep neural networkpredictinggeneralizationperturbationresponse https://openreview.net/profile?id=~Xing_Li6 Xing Li | OpenReview Promoting openness in scientific communication and the peer-review process xing liopenreview https://openreview.net/forum?id=ubq7Co6Cbv Gaussian Splatting to Real World Flight Navigation Transfer with Liquid Networks | OpenReview Simulators are powerful tools for autonomous robot learning as they offer scalable data generation, flexible design, and optimization of trajectories. However,... gaussian splattingreal world https://openreview.net/forum?id=Bkg6RiCqY7 Decoupled Weight Decay Regularization | OpenReview L$_2$ regularization and weight decay regularization are equivalent for standard stochastic gradient descent (when rescaled by the learning rate), but as we... weight decaydecoupledregularizationopenreview https://openreview.net/profile?id=~Paula_Rodriguez-Diaz1 Paula Rodriguez-Diaz | OpenReview Promoting openness in scientific communication and the peer-review process paula rodriguezdiazopenreview https://openreview.net/profile?id=~Morgane_M_Moss1 Morgane M Moss | OpenReview Promoting openness in scientific communication and the peer-review process morganemossopenreview https://openreview.net/forum?id=ALRWSxT1rl Can Language Models Safeguard Themselves, Instantly and For Free? | OpenReview Aligning pretrained language models (LMs) to handle a new safety scenario is normally difficult and expensive, often requiring access to large amounts of... language modelsfor freesafeguardinstantlyopenreview https://openreview.net/profile?id=~Yuxin_Yang3 Yuxin Yang | OpenReview Promoting openness in scientific communication and the peer-review process yuxinyangopenreview