Technology
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Reward Learning through Ranking Mean Squared Error
arXiv:2601.09236v3 Announce Type: replace-cross Abstract: Reward design remains a significant bottleneck in applying...
Beyond Rewards in Reinforcement Learning for Cyber Defence
arXiv:2602.04809v3 Announce Type: replace-cross Abstract: Recent years have seen an explosion of interest in...
Aligning Tree-Search Policies with Fixed Token Budgets in Test-Time Scaling of LLMs
arXiv:2602.09574v2 Announce Type: replace-cross Abstract: Tree-search decoding is an effective form of test-time...
Soft Sequence Policy Optimization
arXiv:2602.19327v3 Announce Type: replace-cross Abstract: A significant portion of recent research on Large Language...
Stable Deep Reinforcement Learning via Isotropic Gaussian Representations
arXiv:2602.19373v3 Announce Type: replace-cross Abstract: Deep reinforcement learning systems often suffer from...
Benchmarking Emergent Coordination in Large-Scale LLM Populations: An Evaluation Framework on the MoltBook Archive
arXiv:2603.03555v3 Announce Type: replace-cross Abstract: As multi-agent Large Language Model (LLM) systems scale,...
GIPO: Gaussian Importance Sampling Policy Optimization
arXiv:2603.03955v2 Announce Type: replace-cross Abstract: Post-training with reinforcement learning (RL) has recently...
ContactExplorer: Contact Coverage-Guided Exploration for General-Purpose Dexterous Manipulation
arXiv:2603.10971v3 Announce Type: replace-cross Abstract: Reinforcement learning has achieved remarkable success in...
Level Up: Defining and Exploiting Transitional Problems for Curriculum Learning
arXiv:2603.13761v2 Announce Type: replace-cross Abstract: Curriculum learning--ordering training examples in a...
Beyond Means: Topological Causal Effects under Persistent-Homology Ignorability
arXiv:2603.14169v2 Announce Type: replace-cross Abstract: Average treatment effects (ATE) and conditional average...
Maximizing Mutual Information Between Prompt and Response Improves LLM Performance With No Additional Data
arXiv:2603.19294v4 Announce Type: replace-cross Abstract: While post-training has successfully improved large language...
LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architecture from Pixels
arXiv:2603.19312v3 Announce Type: replace-cross Abstract: Joint Embedding Predictive Architectures (JEPAs) offer a...
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