Furong Huang
@furongh.bsky.social
Associate professor of @umdcs @umiacs @ml_umd at UMD. Researcher in #AI/#ML, AI #Alignment, #RLHF, #Trustworthy ML, #EthicalAI, AI #Democratization, AI for ALL.
Come to our #NeurIPS #Competition on Erasing The Invisible Workshop on Stress Testing Image Watermarks today, Dec 15, 1:30-4:30pm PST, West Meeting Room 208.
erasinginvisible.github.io/workshop.html
erasinginvisible.github.io/workshop.html
December 15, 2024 at 7:41 PM
Come to our #NeurIPS #Competition on Erasing The Invisible Workshop on Stress Testing Image Watermarks today, Dec 15, 1:30-4:30pm PST, West Meeting Room 208.
erasinginvisible.github.io/workshop.html
erasinginvisible.github.io/workshop.html
This is Michael-Andrei Panaitescu-Liess presenting!
December 15, 2024 at 12:54 AM
This is Michael-Andrei Panaitescu-Liess presenting!
Mitigation?
We show that adaptive methods (e.g., methods that know information about the watermarking scheme) can improve the detection performance under watermarking.
4/4
We show that adaptive methods (e.g., methods that know information about the watermarking scheme) can improve the detection performance under watermarking.
4/4
December 15, 2024 at 12:54 AM
Mitigation?
We show that adaptive methods (e.g., methods that know information about the watermarking scheme) can improve the detection performance under watermarking.
4/4
We show that adaptive methods (e.g., methods that know information about the watermarking scheme) can improve the detection performance under watermarking.
4/4
On the other hand, watermarking reduces the efficacy of training data detection methods.
3/4
3/4
December 15, 2024 at 12:54 AM
On the other hand, watermarking reduces the efficacy of training data detection methods.
3/4
3/4
On the one hand, watermarking reduces the generation of copyrighted text.
2/4
2/4
December 15, 2024 at 12:54 AM
On the one hand, watermarking reduces the generation of copyrighted text.
2/4
2/4
In this paper, we showed that watermarking can be a double-edged sword for copyright regulators since
1⃣ it promotes compliance during generation time
2⃣ but can make training time copyright violations harder to detect.
1/4
1⃣ it promotes compliance during generation time
2⃣ but can make training time copyright violations harder to detect.
1/4
December 15, 2024 at 12:54 AM
In this paper, we showed that watermarking can be a double-edged sword for copyright regulators since
1⃣ it promotes compliance during generation time
2⃣ but can make training time copyright violations harder to detect.
1/4
1⃣ it promotes compliance during generation time
2⃣ but can make training time copyright violations harder to detect.
1/4
🌟 Excited to be in Vancouver for #NeurIPS2024 next week! 🌟
Let’s connect about:
- Research 🧠:
🔍 watermarks
🤖 LLM alignment & adversarial robustness
🧩 Multi-agent learning & causality in recommendations
📊 Difficulty profiling for benchmarking LLM performance
- PhD openings at UMD 🎓
Let’s connect about:
- Research 🧠:
🔍 watermarks
🤖 LLM alignment & adversarial robustness
🧩 Multi-agent learning & causality in recommendations
📊 Difficulty profiling for benchmarking LLM performance
- PhD openings at UMD 🎓
December 7, 2024 at 8:35 PM
🌟 Excited to be in Vancouver for #NeurIPS2024 next week! 🌟
Let’s connect about:
- Research 🧠:
🔍 watermarks
🤖 LLM alignment & adversarial robustness
🧩 Multi-agent learning & causality in recommendations
📊 Difficulty profiling for benchmarking LLM performance
- PhD openings at UMD 🎓
Let’s connect about:
- Research 🧠:
🔍 watermarks
🤖 LLM alignment & adversarial robustness
🧩 Multi-agent learning & causality in recommendations
📊 Difficulty profiling for benchmarking LLM performance
- PhD openings at UMD 🎓
Leo had the most fascinating chat with AI today! He said things I’ve never heard him say before, like:
🌍 “I live on Earth.”
🐙 Asking if the kraken is real.
🚗💨 “Can Sonic run faster than a car?”
☀️🔥 Comparing meteors to the Sun’s heat.
1/3
🌍 “I live on Earth.”
🐙 Asking if the kraken is real.
🚗💨 “Can Sonic run faster than a car?”
☀️🔥 Comparing meteors to the Sun’s heat.
1/3
December 1, 2024 at 6:24 PM
Leo had the most fascinating chat with AI today! He said things I’ve never heard him say before, like:
🌍 “I live on Earth.”
🐙 Asking if the kraken is real.
🚗💨 “Can Sonic run faster than a car?”
☀️🔥 Comparing meteors to the Sun’s heat.
1/3
🌍 “I live on Earth.”
🐙 Asking if the kraken is real.
🚗💨 “Can Sonic run faster than a car?”
☀️🔥 Comparing meteors to the Sun’s heat.
1/3