New Submissions to TMLR

POPS: Recovering Unlearned Multi-Modality Knowledge in MLLMs with Prompt-Optimized Parameter Shaking openreview.net/forum?id=wMiEc… #adversarial #multimodal #malicious

SSM-PixNav: State Space Models for Pixel-Guided Embodied Navigation openreview.net/forum?id=RmsMd… #navigating #navigation #robot

The Impact of Enforcing Representational Consistency of Identical Transformations for Disentangled Representation openreview.net/forum?id=VjbBx… #autoencoders #representational #regularization

Inducing Artificial Uncertainty in Language Models openreview.net/forum?id=cUcWg… #supervised #uncertainty #datasets

Observer-Side Diagnosis of Prompt-Induced Interference in Large Language Models: A Macro-Group Vocabulary and Targeted Cross-Lingual Stress Tests openreview.net/forum?id=zcGzn… #interpretability #politeness #prompt

Recursive Deep Inverse Reinforcement Learning openreview.net/forum?id=bYItL… #adversarial #adversary #learning

Client-Level Defense Placement for Adversarially Robust Federated Reinforcement Learning openreview.net/forum?id=JRpLJ… #defenses #adversarially #attackers

Monte Carlo Multi-Feature Baseline Shapley (MMBS): An axiomatic attribution method for fine-grained explanations of image classification networks openreview.net/forum?id=LLFIc… #features #feature #shapley

ViP$^2$-CLIP: Visual-Perception Prompting with Unified Alignment for Zero-Shot Anomaly Detection openreview.net/forum?id=KCRRu… #anomaly #visual #anomalies

Verify What Matters: Budgeted Verification for Tool Using Agents under Counterfactual Downstream Harm openreview.net/forum?id=nv1jz… #failures #counterfactual #uncertainty

Cog-VADU: A Training-Free Cognitive Reasoning Framework for Video Anomaly Detection and Understanding openreview.net/forum?id=QcuSM… #videos #visual #recurrent

On the Expressive Power and Limitations of Multi-Layer SSMs openreview.net/forum?id=NQ8Ic… #expressiveness #expressive #ssms

Can LLMs Rank Candidates with Missing Sensitive Attributes Fairly? openreview.net/forum?id=VrAs5… #fairness #attributes #ranking

Adversarial Attacks and Defenses in Vision-Language Pre- training: Techniques, Challenges and Opportunities openreview.net/forum?id=I2zOW… #adversarial #vulnerabilities #security

HyperDG: Hyperbolic Representation Alignment for Robust Domain Generalization via Curvature Refinement openreview.net/forum?id=TSshr… #manifold #manifolds #generalization

Learning from Complaints: Adversarial Disentanglement for Robust Scalper Detection in E-Commerce Promotions openreview.net/forum?id=yrYe2… #adversarial #complaints #complaint

Variance Reduction in Sketching Algorithms via Complex Random Variables openreview.net/forum?id=0Czpy… #rademacher #countsketch #tensorsketch

Investigating the limits of free-form debate as a scalable oversight strategy openreview.net/forum?id=vRCGz… #debaters #debater #debate

Enhancing Self-Supervised Visual Representation Learning via Low-Rank Adapted LLMs openreview.net/forum?id=s2T8K… #visual #enhance #enhancer

Do Object Channels Improve Robustness in Deep Reinforcement Learning? openreview.net/forum?id=7BFbs… #pixels #pixel #atari