Adaptive Debiasing Tsallis Entropy for Test-Time Adaptation
Paper • 2602.11743 • Published
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Jiaqi-hkust
authored 2
papers 17 days ago
Jiaqi-hkust
posted an update 17 days ago
Post
3967
🚀 Introducing Robust-U1: Teaching MLLMs to Self-Recover Corrupted Visual Content
Multimodal Large Language Models (MLLMs) have achieved impressive visual understanding, yet they remain highly brittle under real-world corruptions—noise, blur, compression artifacts, adverse weather.
Standard MLLMs suffer dramatic performance drops, and existing robustness solutions come with fundamental limits: black‑box feature alignment lacks interpretability, while white‑box text reasoning cannot restore the lost pixel‑level visual details. This raises a crucial question:
🧐 Can MLLMs recover corrupted visual content by themselves?
If the answer is yes, we can move beyond merely “compensating” for corruption and instead build a more intrinsic, generalizable form of resilience. Robust-U1 is our answer to that question.
💡 Paper: https://arxiv.org/abs/2606.08063
🔗 Code: github.com/jqtangust/Robust-U1
🌍 Demo: Jiaqi-hkust/Robust-U1
Multimodal Large Language Models (MLLMs) have achieved impressive visual understanding, yet they remain highly brittle under real-world corruptions—noise, blur, compression artifacts, adverse weather.
Standard MLLMs suffer dramatic performance drops, and existing robustness solutions come with fundamental limits: black‑box feature alignment lacks interpretability, while white‑box text reasoning cannot restore the lost pixel‑level visual details. This raises a crucial question:
🧐 Can MLLMs recover corrupted visual content by themselves?
If the answer is yes, we can move beyond merely “compensating” for corruption and instead build a more intrinsic, generalizable form of resilience. Robust-U1 is our answer to that question.
💡 Paper: https://arxiv.org/abs/2606.08063
🔗 Code: github.com/jqtangust/Robust-U1
🌍 Demo: Jiaqi-hkust/Robust-U1
- 1 reply
Jiaqi-hkust
submitted a
paper to Daily Papers 17 days ago
zhouxiangxin
authored 3
papers 18 days ago
Rethinking the Divergence Regularization in LLM RL
Paper • 2606.09821 • Published • 33
Flow-DPPO: Divergence Proximal Policy Optimization for Flow Matching Models
Paper • 2606.11025 • Published • 41
Beyond Uniform Token-Level Trust Region in LLM Reinforcement Learning
Paper • 2606.10968 • Published • 42
zhouxiangxin
submitted a
paper to Daily Papers 18 days ago
zhouxiangxin
submitted a
paper to Daily Papers 19 days ago
Jiaqi-hkust
posted an update 21 days ago
Post
3497
Happy to introduce Response-G1 #ACL2026 — a proactive agent for streaming video understanding.
📄 Paper: http://arxiv.org/abs/2605.07575
📷 Code: http://github.com/kadmkbl/Response-G1
We are happy to have a further discussion!!!
#ACL2026 #AI #Multimodal #VideoUnderstanding #OpenSource #LLM
📄 Paper: http://arxiv.org/abs/2605.07575
📷 Code: http://github.com/kadmkbl/Response-G1
We are happy to have a further discussion!!!
#ACL2026 #AI #Multimodal #VideoUnderstanding #OpenSource #LLM
- 1 reply
FlippyDora
authored 5
papers 2 months ago
EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents
Paper • 2412.13549 • Published
GAR: Generative Adversarial Reinforcement Learning for Formal Theorem Proving
Paper • 2510.11769 • Published • 26
ERA: Transforming VLMs into Embodied Agents via Embodied Prior Learning and Online Reinforcement Learning
Paper • 2510.12693 • Published • 28
Supervised Fine-Tuning versus Reinforcement Learning: A Study of Post-Training Methods for Large Language Models
Paper • 2603.13985 • Published • 11
AgentSPEX: An Agent SPecification and EXecution Language
Paper • 2604.13346 • Published • 167
Jiaqi-hkust
posted an update 3 months ago
Post
5870
🛰️ Introducing Awesome-Remote-Sensing-Agents: The Largest Curated Collection of Intelligent Remote Sensing Agents
We are excited to share our new repository Awesome-Remote-Sensing-Agents – a comprehensive, community-driven collection of 100+ papers at the intersection of remote sensing and intelligent agents (LLMs, VLM, multi‑agent systems, etc.).
🔗 GitHub Repository: https://github.com/PolyX-Research/Awesome-Remote-Sensing-Agents
Our repository organizes this rapidly growing field into a structured, easy‑to‑navigate resource for researchers, practitioners, and enthusiasts.
📚 What’s Inside?
We’ve carefully curated papers across 6 key application domains:
🌿 Ecological Monitoring – forest fires, biodiversity, climate science
🚨 Emergency Response – flood mapping, wildfire tracking, disaster geolocalization
⛏️ Geological Exploration – mineral mapping, lithological recognition, geologic reasoning
🌊 Marine Supervision – ocean science, autonomous surface vehicles
🌾 Precision Agriculture – crop disease detection, land use simulation
🏙️ Urban Governance – change detection, urban planning, embodied navigation
🤝 Join the Community!
We warmly welcome contributions to keep this list up‑to‑date:
📝 Add missing papers via Pull Request
🏷️ Propose new or refined categories
🔗 Report broken links or outdated entries
💬 Discuss via GitHub Issues or contact the authors
We are excited to share our new repository Awesome-Remote-Sensing-Agents – a comprehensive, community-driven collection of 100+ papers at the intersection of remote sensing and intelligent agents (LLMs, VLM, multi‑agent systems, etc.).
🔗 GitHub Repository: https://github.com/PolyX-Research/Awesome-Remote-Sensing-Agents
Our repository organizes this rapidly growing field into a structured, easy‑to‑navigate resource for researchers, practitioners, and enthusiasts.
📚 What’s Inside?
We’ve carefully curated papers across 6 key application domains:
🌿 Ecological Monitoring – forest fires, biodiversity, climate science
🚨 Emergency Response – flood mapping, wildfire tracking, disaster geolocalization
⛏️ Geological Exploration – mineral mapping, lithological recognition, geologic reasoning
🌊 Marine Supervision – ocean science, autonomous surface vehicles
🌾 Precision Agriculture – crop disease detection, land use simulation
🏙️ Urban Governance – change detection, urban planning, embodied navigation
🤝 Join the Community!
We warmly welcome contributions to keep this list up‑to‑date:
📝 Add missing papers via Pull Request
🏷️ Propose new or refined categories
🔗 Report broken links or outdated entries
💬 Discuss via GitHub Issues or contact the authors
FlippyDora
submitted a
paper to Daily Papers 3 months ago
zhouxiangxin
authored a
paper 5 months ago
FlippyDora
authored a
paper 5 months ago
FlippyDora
submitted a
paper to Daily Papers 5 months ago