Adaptive Attacks Expose SLM Vulnerabilities and Qualitative Insights

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Transfer Attacks Reveal SLM Vulnerabilities and Effective Noise Defenses

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Cross-Prompt Attacks and Data Ablations Impact SLM Robustness

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Safety Alignment and Jailbreak Attacks Challenge Modern LLMs

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Audio Encoder Pre-training and Evaluation Enhance SLM Safety

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Integrated Speech Language Models Face Critical Safety Vulnerabilities

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

SpeechVerse Unites Audio Encoder and LLM for Superior Spoken QA

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Unified Speech and Language Models Can Be Vulnerable to Adversarial Attacks

:::info Authors: (1) Raghuveer Peri, AWS AI Labs, Amazon and with Equal Contributions (raghperi@amazon.com); (2) Sai Muralidhar Jayanthi, AWS AI Labs, Amazon and with Equal Contributions; (3) Srikanth Ronanki, AWS AI Labs, Amazon; (4) Anshu Bhatia, AWS AI Labs, Amazon; (5) Karel Mundnich, AWS AI Labs, Amazon; (6) Saket Dingliwal, AWS AI Labs, Amazon; (7) … Read more

SLMs Outperform Competitors Yet Suffer Rapid Adversarial Jailbreaks

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Applying Modern Technology to Business: Shoyu Ro’s Path to Success

In the past decades, technology use in businesses has become vital to company success. As technology becomes increasingly prominent in the business world, so does the need for people who can utilize and apply these developments to boost business productivity. Shoyu Ro is an accomplished leader in the technology field who has developed great technologies … Read more

Adversarial Settings and Random Noise Reveal Speech LLM Vulnerabilities

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Datasets and Evaluation Define the Robustness of Speech Language Models

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

Adversarial Attacks Challenge the Integrity of Speech Language Models

Table of Links Part 1: Abstract & Introduction Part 2: Background Part 3: Attacks & Countermeasures Part 4: Experimental Setup Part 5: Datasets & Evaluation Part 6: Attack, Countermeasure Parameters, & Baseline: Random Perturbations Part 7: Results & Discussion Part 8: Transfer Attacks & Countermeasures Part 9: Conclusion, Limitations, & Ethics Statement Part 10: Appendix: … Read more

RPLY is a new AI assistant that responds to missed texts

A new Mac app called RPLY launches today, designed to help texters achieve “inbox zero” on iMessage.  Targeting those who often forget to reply and leave their friends on delivered for days, RPLY utilizes AI to identify missed texts and suggests responses to prevent users from unintentionally ghosting. The AI assistant can automatically respond to … Read more

What’s on your desk, Nick Statt?

What exactly is a producer? Well, according to Nick Statt, who is senior producer on The Verge’s Decoder podcast with Nilay Patel, “the word ‘producer’ means a lot of things in a lot of different contexts.” In his case — here at The Verge and in the world of audio — it means he and … Read more

Keyboard maker suspends U.S. shipments over Trump tariffs on Chinese goods

The mechanical keyboard maker Qwertykeys announced Wednesday that it has suspended all U.S. product shipments owing to new tariffs levied by the Trump administration. The Guangdong-based outfit cites a February 1 announcement of 10% tariffs on imported Chinese goods as the motivating factor. “This new policy replaces all previous tariff exemptions, including the exemption for … Read more

Crypto Exchange Bybit Receives India Clearance After Settling $1M Fine

Crypto exchange Bybit completed registration with India’s Financial Intelligence Unit (FIU-IND) after agreeing to pay a 92.7 million-rupee ($1 million) fine for operating in the country without authorization. The Dubai-based company said in January it would temporarily halt its services to Indian users while it pursued the regulation process. “As part of this process, Bybit … Read more

Trump’s Social Media Company Takes Steps To Launch Bitcoin ETF

U.S. President Donald Trump’s media company, Trump Media and Technology Group (TMTG), is making moves to launch exchange-traded funds (ETFs), including one tracking the price of bitcoin (BTC), according to an announcement on Thursday. The ETFs — three of them in total so far, alongside other planned products — would be launched under Trump’s Truth.Fi … Read more

Tinder revamps ‘Explore’ page to connect people with similar dating intentions 

Dating app giant Tinder updated its Explore page to give users access to new categories, “Non-Monogamy,” “Serious Dater,” “Short-Term Fun,” “Long-Term Partner,” and “New Friends,”  the company announced on Thursday.  These new categories are designed to help users find compatible matches by grouping profiles according to dating intentions. The “Serious Dater” option focuses on users … Read more

OpenAI co-founder John Schulman leaves Anthropic after just five months

OpenAI co-founder and prominent AI researcher John Schulman has left Anthropic after five months, according to multiple reports. Credited as one of the leading architects of ChatGPT, Schulman left OpenAI last August for its direct competitor, Anthropic. He posted about the decision on X, saying it stemmed from a desire to deepen his focus on AI alignment … Read more

The HackerNoon Newsletter: Space Telescopes Might Be Seeing More Than They Bargained For (2/6/2025)

How are you, hacker? 🪐 What’s happening in tech today, February 6, 2025? The HackerNoon Newsletter brings the HackerNoon homepage straight to your inbox. On this day, we present you with these top quality stories. From I Learned the Hard Way That Startup High Executives Profit While Employees Struggle to Space Telescopes Might Be Seeing … Read more