#CrossingDivide

[govindhtech]

At ICML 2024, Consider Machine Learning’s Social Impacts

Observing Silicon  AI researchers have strong social concerns. Scientists at ICML 2024 are split between exploring the limits of machine learning and considering the social implications of this technology.

ICML

The first keynote address at the 41st International Conference on Machine Learning (ICML) 2024 in Vienna covered the changing nature of the machine learning field: from collaborative to increasingly competitive, it is becoming more exclusive and expensive due to the resources and compute power needed for this research.

AI was mostly applied in university and industrial lab research until 2022. However, due to its quick user uptake, the primarily academic subject became extremely profitable.

AI technology was primarily used for research projects at university and corporate labs before to 2022. ChatGPT was primarily intended to be a test when OpenAI made it available to the public in late 2022, but its quick user uptake transformed the primarily academic sector into a goldmine.

Speaking to 500 people in one of the largest rooms at the venue, Soumith Chintala, who oversees AI projects at Meta in New York, stated, “GPU compute and pretraining of data needs the deep pockets of billionaires. VCs and large corporates.”

Companies have been ceasing open research more frequently as computing and engineering become more expensive and concerns about data safety, legality, and societal impact arise. Big firms care about data safety, legality, and societal impact, he continued, even though they are racing to be leaders in this research.

Twenty years ago, Katherine Heller, a research scientist in Responsible AI at Google Research and the program chair of ICML 2024, said, “they started off as a close-knit worldwide community of about 500 researchers.” Heller has been attending this  AI conference on a regular basis for the past twenty years.

ICML 2024 Results

She has been selecting seminars and tutorials for the week-long event, inviting speakers, scheduling events, and vetting entries for the previous few months. “This year, they evaluated over 10,000 papers from 12,000 authors, and they chose roughly 2,600 to present,” she stated, characterizing the ML community’s expansion as “exponential.”

At ICML 2024, the International Conference on Machine Learning, scientists must choose a choice. The community is divided between those who are eager to push machine learning’s boundaries and those who believe it is crucial to take the social implications of this powerful technology into account.

Extending the Boundaries of Innovations and Advancements in Machine Learning: This team of academics aims to improve the technical aspects of machine learning. They are passionate in improved model structures and algorithms as well as cutting-edge applications in fields like finance, healthcare, and autonomous systems. Through their efforts, unprecedented degrees of automation, pattern recognition, and predictive analytics are becoming possible.

ICML Instruction 2024

Developing more effective and efficient neural networks is one way to improve deep learning.

Looking into how machine learning could be changed by quantum computing.

Improving the explainability and interpretability of complex models to make them more understandable.

Scalability is the capacity to create algorithms that can handle big datasets with ease.

The process of combining edge computing, IoT, and machine learning with other state-of-the-art technologies is known as  AI integration.

Thinking About the Impacts on Society

Ethics and Responsibility

Still, many scientists emphasize how important it is to consider the broader implications of machine learning. They argue that ethical concerns, biases in AI systems, and the potential for abuse must be addressed in addition to scientific advancements. These experts call for a more controlled and cautious approach to ensure that machine learning benefits society as a whole.

ICML Workshops 2024

Ensuring that algorithms do not perpetuate or reinforce societal biases is a matter of fairness and bias.

Privacy: Ensuring user data security and maintaining confidentiality in machine learning applications.

Machine learning transparency: Explaining decisions and procedures to non-experts.

Regulation and governance involve creating ethical AI rules.

Social Impact: Examining how machine learning affects employment, equity, and social dynamics.

Crossing the Divide

Many attendees of ICML 2024 are aware of how important it is to balance these points of view. They argue that improving machine learning and thinking about how it affects society are complementing goals rather than antagonistic ones. Multidisciplinary research, broad education on the sociological aspects of machine learning, and cooperative efforts between engineers and ethicists are thought to be crucial next stages.

Suggestions and Discussions

Panels & Workshops: Dedicated talks about the implications of machine learning for society, law, and morality.

Collaborative research refers to studies including social scientists, engineers, and policymakers.

Public Engagement: Attempting to educate the broader population about the benefits and risks associated with machine learning.

To sum up

ICML 2024 highlights a pivotal point in the field of machine learning. An increasing awareness that, even as they push the boundaries of technological capabilities, they also need to make sure that these innovations are consistent with moral standards and cultural norms is evident in the ongoing disputes and conversations. This comprehensive approach ought to contribute to the development of a future where machine learning is both responsible and creative.

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[arch-angelraphael]

Peace and laughter behind bars.😂These prisoners and their guards in Kenya are practising mindfulness. . Repost from @bbcnews . The techniques alleviate tensions and help to foster respect and understanding between them. . . . #crossingdivides #peace #perspective #different #mindulfness #bbcnews #money #motivation #success #wealth #lifestyle #business #entrepreneur #luxury #moneymaker #Comedy #successful #hardwork #hardworkpaysoff #businessman #passion #millionaire #funnymemes #businessowner #motivational #entrepreneurship #entrepreneurs

[lisapeo]

🎤 all in a days work for the Arriva marketing team! Getting interviewed by BBC Radio Merseyside to talk about @arrivabusuk role in On the Move Week, launched yesterday as part of @bbc Crossing Divides campaign. Tune in to the Drive Show for a listen 😉 #onthemove #crossingdivides #letsgettalking #conversationsonthecommute #BetterByBus #busfun #thisiswhatwedo #dayinthelifeofteammarketing #arrivanorthwest (at Liverpool One bus station) https://www.instagram.com/p/Byr9FOsHe8E/?igshid=5r0pamelqyvm

[lollipoplollipopoh]

'Her ancestors enslaved mine. Now we're friends' - BBC News by BBC News Phoebe Kilby discovered her ancestors were slave-owners in Virginia and she wanted to pay reparations. Through an organisation called Coming To The Table, she found her linked descendant Betty Kilby in Texas, and asked if they could meet. This video is part of Crossing Divides, a BBC season bringing people together in a fragmented world. For more stories go to bbc.com/crossingdivides Please subscribe HERE http://bit.ly/1rbfUog

[tamilnewstamil]

வாழும்போது பிரிந்திருந்தவர்களை இறப்பிற்குப்பின் ஒன்றுசேர்க்கும் பாகிஸ்தான் கல்லறை #CrossingDivides

பாகிஸ்தானின் இப்பகுதியில் இந்து மற்றும் முஸ்லீம்கள், சீக்கியர் மற்றும் தாலிபான் மற்றும் அவர்களின் அரசியல் எதிரிகளிடையே ஆழமான பிளவுகள் உள்ளன. ஆனால், இடுகாட்டில் ஒன்றாகவே புதைக்கப்படுகின்றனர். இந்த 900 வயது இடுகாடு யாரையும் அடக்கம் செய்வதற்கு மறுத்ததில்லை . இது குறித்த காணொளியை மேலே காணலாம்.

பிபிசி தமிழ் தளத்தில் ’Crossing Divides’ எனும் பகுதி உலகின் வெவ்வேறு துருவ மக்களுக்கு இடையே இணைப்பை…

[activistnewsnetwork]

Tweeted

Two ex-child soldiers forge peace bonds https://t.co/KWNhYSwRfq #CrossingDivides

— BBC News (UK) (@BBCNews) April 26, 2018

[lisapeo]

The Arriva Angels have been out in force at Liverpool 1 bus station earlier today, handing out these Conversation Starter cards & goodie bags to launch the @bbc #crossingdivides initiative. As part of it, today kicks off On The Move week - which focusses on the importance of public transport in bringing communities together, tackling loneliness & social isolation, bridging gaps in society and encouraging people to talk to each other! How many times a week do we see the same people on our commute, I wonder, but wouldn’t think to start a conversation. We got soaked ☔️, of course we did, but we have helped to get this important message out to @arrivabusuk passengers & who know what conversations will start on board our buses after today... 🚌👍🏻 #crossingdivides #onthemoveweek #bbcintiative #arrivabus #startaconversation #jumponboard #bringingpeopletogether #arrivaangels #liverpool #talking #thecommute https://www.instagram.com/p/ByprB7fHCtc/?igshid=1q17bhf1r4rnq

[lollipoplollipopoh]

One thing Americans find hard to talk about - BBC News by BBC News An American psychologist who specialises in conflict resolution around the world is now turning her attention to race in the US. We went along to one of Dr Paula Green's sessions in Massachusetts to find out what this means. This video is part of Crossing Divides, a BBC season bringing people together in a fragmented world. For more stories go to bbc.com/crossingdivides. Video by Hannah Long-Higgins and Chelsea Bailey. Please subscribe HERE http://bit.ly/1rbfUog

[lollipoplollipopoh]

BBCNews (April 23, 2018 at 11:45AM)

British town fights back to foster tolerance https://t.co/McMEtSZkJe #CrossingDivides https://t.co/PoMgH8PKxL - From Twitter

[tamilnewstamil]

வாழும்போது பிரிந்திருந்தவர்களை இறப்பிற்குப்பின் ஒன்றுசேர்க்கும் பாகிஸ்தான் கல்லறை #CrossingDivides

பாகிஸ்தானின் இப்பகுதியில் இந்து மற்றும் முஸ்லீம்கள், சீக்கியர் மற்றும் தாலிபான் மற்றும் அவர்களின் அரசியல் எதிரிகளிடையே ஆழமான பிளவுகள் உள்ளன. ஆனால், இடுகாட்டில் ஒன்றாகவே புதைக்கப்படுகின்றனர். இந்த 900 வயது இடுகாடு யாரையும் அடக்கம் செய்வதற்கு மறுத்ததில்லை . இது குறித்த காணொளியை மேலே காணலாம்.

பிபிசி தமிழ் தளத்தில் ’Crossing Divides’ எனும் பகுதி உலகின் வெவ்வேறு துருவ மக்களுக்கு இடையே இணைப்பை…

[tamilnewstamil]

குடியேறிகளை வெறுக்கும் ஹாங்காங்: கால்பந்து மூலம் தீர்வு முயற்சி #CrossingDivides

ஹாங்காங்கில் உள்ளூர் மக்கள் குடியேறிகளுடன் அரிதாகவே கால்பந்து விளையாடுகின்றனர். இது ஆச்சரியமான சேதி அல்ல. அநேகமாக மூன்றில் ஒருபங்கு சீன ஹாங்காங்கினர் பேருந்தில் மற்ற இனத்தவர்களுக்கு அருகில் உட்காருவதை கூட விரும்புவதில்லை, அவர்கள் வீட்டுக்கு அருகில் வசிக்க விரும்புவதில்லை, தங்களது குழந்தைகளை குடியேறிகளின் குழந்தைகளின் வகுப்புத் தோழர் தோழியராக்க விரும்புவதில்லை என்கிறது ஹாங்கான் யூனிசன் எனும் அரசு…