Bridging the Agent-World Gap: Text World Models for LLM-based Agents Paper • 2606.09032 • Published 28 days ago • 8
No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning Paper • 2601.06794 • Published Jan 11 • 4
Towards Fair and Comprehensive Evaluation of Routers in Collaborative LLM Systems Paper • 2602.11877 • Published Feb 12 • 1
From Abstract to Contextual: What LLMs Still Cannot Do in Mathematics Paper • 2601.23048 • Published Jan 30 • 1
Rethinking the Role of Entropy in Optimizing Tool-Use Behaviors for Large Language Model Agents Paper • 2602.02050 • Published Feb 2
PatchWorld: Gradient-Free Optimization of Executable World Models Paper • 2605.30880 • Published May 29 • 12
Bridging the Agent-World Gap: Text World Models for LLM-based Agents Paper • 2606.09032 • Published 28 days ago • 8
Anchored Policy Optimization: Mitigating Exploration Collapse Via Support-Constrained Rectification Paper • 2602.05717 • Published Feb 5 • 1
UniPoll: A Unified Social Media Poll Generation Framework via Multi-Objective Optimization Paper • 2306.06851 • Published Jun 12, 2023
LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy Paper • 2502.11405 • Published Feb 17, 2025
VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models Paper • 2508.09945 • Published Aug 13, 2025 • 6
Enhancing Large Language Model Reasoning via Selective Critical Token Fine-Tuning Paper • 2510.10974 • Published Oct 13, 2025 • 1
From Word to World: Can Large Language Models be Implicit Text-based World Models? Paper • 2512.18832 • Published Dec 21, 2025 • 16
SeTAR: Out-of-Distribution Detection with Selective Low-Rank Approximation Paper • 2406.12629 • Published Jun 18, 2024
ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs Paper • 2504.13237 • Published Apr 17, 2025
G2: Guided Generation for Enhanced Output Diversity in LLMs Paper • 2511.00432 • Published Nov 1, 2025
MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning Paper • 2406.09044 • Published Jun 13, 2024
PACIT: Unlocking the Power of Examples for Better In-Context Instruction Tuning Paper • 2310.00901 • Published Oct 2, 2023