Submissions to Transactions of Machine Learning Research

Joined March 2022
POPS: Recovering Unlearned Multi-Modality Knowledge in MLLMs with Prompt-Optimized Parameter Shaking openreview.net/forum?id=wMiE… #adversarial #multimodal #malicious
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SSM-PixNav: State Space Models for Pixel-Guided Embodied Navigation openreview.net/forum?id=RmsM… #navigating #navigation #robot
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The Impact of Enforcing Representational Consistency of Identical Transformations for Disentangled Representation openreview.net/forum?id=VjbB… #autoencoders #representational #regularization
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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=zcGz… #interpretability #politeness #prompt
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Client-Level Defense Placement for Adversarially Robust Federated Reinforcement Learning openreview.net/forum?id=JRpL… #defenses #adversarially #attackers
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Monte Carlo Multi-Feature Baseline Shapley (MMBS): An axiomatic attribution method for fine-grained explanations of image classification networks openreview.net/forum?id=LLFI… #features #feature #shapley
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ViP$^2$-CLIP: Visual-Perception Prompting with Unified Alignment for Zero-Shot Anomaly Detection openreview.net/forum?id=KCRR… #anomaly #visual #anomalies
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Verify What Matters: Budgeted Verification for Tool Using Agents under Counterfactual Downstream Harm openreview.net/forum?id=nv1j… #failures #counterfactual #uncertainty
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Cog-VADU: A Training-Free Cognitive Reasoning Framework for Video Anomaly Detection and Understanding openreview.net/forum?id=QcuS… #videos #visual #recurrent
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On the Expressive Power and Limitations of Multi-Layer SSMs openreview.net/forum?id=NQ8I… #expressiveness #expressive #ssms
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Can LLMs Rank Candidates with Missing Sensitive Attributes Fairly? openreview.net/forum?id=VrAs… #fairness #attributes #ranking
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Adversarial Attacks and Defenses in Vision-Language Pre- training: Techniques, Challenges and Opportunities openreview.net/forum?id=I2zO… #adversarial #vulnerabilities #security
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HyperDG: Hyperbolic Representation Alignment for Robust Domain Generalization via Curvature Refinement openreview.net/forum?id=TSsh… #manifold #manifolds #generalization
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108
Learning from Complaints: Adversarial Disentanglement for Robust Scalper Detection in E-Commerce Promotions openreview.net/forum?id=yrYe… #adversarial #complaints #complaint
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Variance Reduction in Sketching Algorithms via Complex Random Variables openreview.net/forum?id=0Czp… #rademacher #countsketch #tensorsketch
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Investigating the limits of free-form debate as a scalable oversight strategy openreview.net/forum?id=vRCG… #debaters #debater #debate
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135
Enhancing Self-Supervised Visual Representation Learning via Low-Rank Adapted LLMs openreview.net/forum?id=s2T8… #visual #enhance #enhancer
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129
Do Object Channels Improve Robustness in Deep Reinforcement Learning? openreview.net/forum?id=7BFb… #pixels #pixel #atari
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