💥UPSC 2027,2028 Mentorship (April Batch) + Access XFactor Notes & Microthemes PDF

Archives: News

  • Russian Invasion of Ukraine: Global Implications

     Why the Ukraine war makes India and Europe important for each other?    

    Why in the news?

    Prime Minister Narendra Modi’s anticipated visit to Ukraine next month should signify a reconfiguration of India’s strategy towards European security.

    European Scenario

    • The war in Ukraine has put the question of Europe right at the top of India’s international agenda, necessitating a reconfiguration of India’s approach to European security.
    • India should see the war in Ukraine as an imperative for long overdue re-engagement with European peace and security, moving beyond treating it as a “pressure point” from the West or a moment for solidarity with Russia.
    • Europe is facing hard geopolitical dilemmas, torn between criticizing China, pleasing the US, and dealing with a resentful Russia willing to restructure the European security order.
    • India’s peace diplomacy in Ukraine, even in a limited way, would be worthwhile given the implications of the war for the Indian economy and security, as history shows that China benefits from conflicts between Russia and the West.

    India’s Priorities

    • Re-engagement with European Security: The war in Ukraine has prompted India to reassess its approach to European geopolitics, which has been largely neglected in recent decades. India aims to strengthen its political and diplomatic ties with Europe, recognizing it as a crucial economic partner and a significant source of technology.
    • Balancing Relations with Russia and the West: India has maintained a careful balance in its relations with Russia while also courting Western powers. The historical ties with Russia, particularly in defence and energy, remain vital for India, especially as it increases its imports of discounted Russian oil.
    • Addressing Security Challenges: The ongoing conflict in Ukraine has complicated India’s security landscape, particularly with China’s growing ties to Russia and its strategic manoeuvres in Europe. India should navigate these complexities while ensuring its own security interests are safeguarded.
    • Promoting Peace Diplomacy: India is positioning itself as a mediator in the Ukraine conflict, emphasizing the importance of peace and dialogue. This diplomatic role not only enhances India’s global standing but also aligns with its long-term interests in promoting stability in a multipolar world.

    Future outlook

    • India’s evolving global priorities reflect its ambition to assert itself as a significant player in international affairs, pursuing economic growth, security, and sustainable development while contributing to the emergence of a multipolar world order.
    • India’s role in shaping the future of global governance will continue to evolve as it navigates complex geopolitical dynamics and works towards its national interests and the common good of the international community.
    • Prime Minister Narendra Modi’s likely visit to Ukraine next month should mark a reconfiguration of India’s approach to European security, as the return of war to Europe has created multiple economic challenges for India and complicated its security challenges.

    Way forward: 

    • Proactive Diplomacy: India should actively engage with European countries and institutions to strengthen political and diplomatic ties.
    • Peace Mediation Efforts: India can leverage its neutral stance and diplomatic relations to facilitate peace dialogues and mediation efforts in the Ukraine conflict.
  • Foreign Policy Watch: India-Myanmar

    The different armed groups of Myanmar     

    Why in the news?

    On July 25, Myanmar’s junta and an ethnic group both claimed control of Lashio’s military command after clashes began on July 3.

    Background

    • The 2021 Military coup in Myanmar triggered sustained violent resistance which undermined military control.
    • Ethnic Armed Organisations (EAOs) and resistance groups, including the People’s Defence Forces (PDFs) and the Brotherhood Alliance, have made significant territorial gains. 
    • The military’s fragile ceasefires have collapsed, leading to a loss of control in strategic areas, including Lashio, with reinforcements now concentrated near Mandalay.

    The dominance of the Arakan Army

    • Large parts of Rakhine province have fallen under the control of the Arakan Army, an ethnic Rakhine Buddhist armed group.
    • The Arakan Army has seized territories on the borders with Bangladesh, including towns like Buthidaung, and is advancing towards important port cities on the Bay of Bengal coast like Kyauk Phyu, Sittwe, and Ngapali.
    • Control over these coastal areas gives the Arakan Army leverage to impact the implementation of infrastructure projects like China’s Belt and Road Initiative in Kyauk Phyu and India’s Kaladan project in Sittwe.

    Objectives of Ethnic Armed Organizations (EAOs)

    • Major EAOs have refrained from declaring independence or creating new sovereign states, likely to avoid rallying renewed support for the military.
    • EAOs aim to establish a genuine federal democratic structure with maximum autonomy for provinces, with some advocating for a confederation.
    • Carving out new nation-states is challenging due to complex ethnic geographies and overlapping claims over homelands.

    China’s Influence

    • China has engaged with multiple actors, including the military and various EAOs, to protect its massive investments and economic interests in the region.
    • Beijing has facilitated temporary ceasefires between the military and EAOs and maintains substantive relations with armed groups like the Brotherhood Alliance and United Wa State Army.
    • China has reportedly supplied defence equipment to both the military and EAOs, ensuring fragmented sovereignty in Myanmar

    India’s role

    • India can share its experiences and institutional frameworks on federalism with stakeholders in Myanmar to help establish a new constitutional framework based on the principles of federalism and democracy.
    • Example: Despite the ongoing civil war, India has successfully constructed massive infrastructure projects in neighbouring Afghanistan, demonstrating its potential to contribute to regional peace and prosperity in Myanmar.

    Way forward

    • Facilitate Dialogue and Mediation: To address the ongoing conflict in Myanmar, it is crucial for regional powers, including India and China, to facilitate dialogue between the military junta, Ethnic Armed Organizations (EAOs), and the National Unity Government (NUG).
    • Enhance Humanitarian Support and Development Initiatives: In parallel with diplomatic efforts, there should be an increase in humanitarian assistance to affected populations in conflict zones, particularly in Rakhine State and areas controlled by the Arakan Army.

    Mains PYQ: 

    Q Examine the scope of Fundamental Rights in the light of the latest judgement of the Supreme Court on the Right to Privacy. (2020)

  • Parliament – Sessions, Procedures, Motions, Committees etc

    The case for a Legal Advisory Council  

    Why in the news?

    Legal insights from well-structured think tanks can be crucial in clarifying the true intent of specific legislation for the government.

    Scope to Review the Process of Legal Consultancy

    • Need for Structured Legal Inputs: The handling of legal issues by the National Democratic Alliance has been inadequate. There is a need for continuous, informed, and empirically valid legal inputs from structured think tanks to clarify legislative intents.
    • Proposal for a Legal Advisory Council (LAC): Establishing a LAC akin to the Economic Advisory Council could provide the Prime Minister with timely legal analysis and insights, helping to preempt legal challenges and enhance the legislative process.

    Need of Think Tank: 

    • Expert Legal and Policy Analysis: Well-structured think tanks provide informed and empirical legal analysis that can enhance the legislative process.
    • Facilitation of Evidence-Based Decision Making: Think tanks can contribute to evidence-based decision-making by conducting research and providing data-driven insights on complex legal and social issues.

    Recent Legal Issues and the Puttaswamy Case Judgment

    • Electoral Bonds Scheme: The Supreme Court recently ruled the electoral bonds scheme unconstitutional for violating voters’ right to information. This decision highlights the importance of conducting proportionality tests before implementing laws to balance privacy rights with transparency.
    • Aadhaar Act Intervention: A similar legal examination prior to the implementation of the Aadhaar Act could have prevented the Supreme Court’s intervention in the K.S. Puttaswamy v. Union of India case, which addressed privacy concerns.
    • Transporter Strike: Concerns over the hit-and-run provisions in the Bharatiya Nyaya Sanhita, 2023, led to nationwide protests by transporters, indicating the need for thorough legal viability assessments before introducing potentially problematic legislation.

    Anticipating Challenges

    • Proactive Legal Analysis: The proposed LAC would conduct legal analyses of issues referred by the government and perform suo motu research on contemporary legal matters, allowing for proactive identification of potential legal challenges.
    • Engagement with National Law Universities: Leveraging the expertise of national law universities can enhance the legal consultancy process, ensuring that laws are constitutionally viable and socially acceptable. Regular research inputs from these institutions can aid in formulating better legislation and addressing legal challenges before they escalate.

    Way forward: 

    • The LAC should comprise legal experts, eminent jurists, academicians, and researchers with specializations in various fields frequently legislated upon by the government, such as criminal law, trade law, international law, business laws, and taxation laws.
    • Establish formal mechanisms for collaboration, such as the Committee for Reforms in Criminal Laws at the National Law University Delhi set up by the Ministry of Home Affairs, to facilitate the exchange of ideas and research between the government and academia.
  • The Crisis In The Middle East

    Why Israel-Hezbollah conflict is heating up?   

    Why in the news?

    Israel has announced that it would retaliate strongly against Hezbollah, accusing the group of being responsible for a rocket attack that killed 12 children and teenagers at a football field in the Israeli-occupied Golan Heights.

    Background of Golan Heights: 

    • The Golan Heights was captured by Israel during the Six-Day War in 1967 from Syria and has since been a point of contention between the two nations. In 1981, Israel effectively annexed the territory, a move not recognized by the international community.
    • Strategic Importance: The Golan Heights offers a commanding view of northern Israel and southern Syria, making it a critical military and strategic area. Its elevation allows for surveillance and control over surrounding regions, including the ability to monitor movements from Syria.

    Causes of the conflict:

    • Support for Palestinians: Hezbollah’s attacks on Israel are framed as support for Palestinians facing Israeli bombardment in Gaza, particularly following the Hamas attacks on October 7, 2023. Hezbollah, as a member of the Iran-backed Axis of Resistance, has aligned itself with Hamas and other militant groups in the region.
    • Historical Hostilities: The conflict is rooted in a long history of hostility between Israel and Hezbollah, which was founded in 1982 to combat Israeli forces in Lebanon. Hezbollah views Israel as an illegitimate state and seeks its removal, which fuels ongoing tensions and military engagements.
    • Escalating Military Capabilities: Hezbollah has significantly enhanced its military capabilities since the 2006 war, possessing a large arsenal of rockets and advanced weaponry. This includes the ability to strike deep into Israeli territory, increasing the stakes for both sides in any conflict.

    Implications of the Conflict

    • Humanitarian Impact: The ongoing hostilities have resulted in significant civilian casualties and displacement on both sides of the border. Israeli airstrikes in Lebanon have killed Hezbollah fighters and civilians, while Hezbollah’s attacks have resulted in Israeli casualties. The humanitarian toll is exacerbated by the broader context of the Gaza war.
    • Regional Stability: The conflict poses a risk of broader regional destabilization, potentially drawing in other actors and escalating into a full-scale war.
    • Political Ramifications: The conflict has significant political implications for both Israel and Lebanon. In Israel, the displacement of civilians has become a pressing political issue, while Hezbollah’s actions may influence its standing within Lebanon and the broader Shiite community.

    How escalation can be avoided on the Global Stage?

    • Diplomatic Engagement: The United States and other international actors must continue to engage in diplomatic efforts aimed at de-escalating tensions. This includes facilitating dialogue between Israel and Hezbollah, as well as addressing the underlying issues related to the Gaza conflict. A ceasefire in Gaza could help reduce hostilities in Lebanon.
    • Regional Agreements: Need to make efforts to establish regional agreements that address territorial disputes and security concerns that can mitigate the risk of conflict.
    • Monitoring and Mediation: International bodies, including the United Nations, should increase their monitoring of the situation and mediate discussions between the conflicting parties. This can help prevent misunderstandings and miscalculations that could lead to escalated military responses.

    Role of India in this situation: (Way forward)

    • Engaging with Arab Nations: India should also maintain and strengthen its relationships with Arab nations, including Lebanon, to ensure a balanced approach. This engagement can help India navigate the complexities of the situation and position itself as a neutral party that seeks to promote peace and stability in the region.
    • Facilitating Dialogue: By promoting dialogue between the conflicting parties, India can help de-escalate tensions and work towards a peaceful resolution.

    Mains PYQ: 

    Q India’s relations with Israel have, of late, acquired a depth and diversity, which cannot be rolled back.” Discuss. (2018)

  • Oil and Gas Sector – HELP, Open Acreage Policy, etc.

    US overtaskes UAE as India’s second largest LNG supplier   

    Why in the news?

    In 2023, the US surpassed the UAE to become India’s second-largest supplier of liquefied natural gas (LNG), providing 3.09 million tonnes (MT).

    World LNG Report 2024 by International Gas Union (IGU)

    • US as a Major Supplier: The report highlights that the United States has displaced the UAE to become India’s second-largest supplier of liquefied natural gas (LNG) in 2023, with shipments reaching 3.09 million tonnes (MT).
    • Trade Growth: The US supplied India with 1.8 MT of LNG in 2019, which increased to 3.86 MT in 2021, indicating a significant rise in trade volume despite a decrease in 2022 due to rising prices.
    • Qatar’s Dominance: Qatar remained India’s largest LNG supplier from 2019 to 2023, with shipments peaking at 10.92 MT in 2023, reflecting its consistent role in India’s energy supply.
    • The decline of African Suppliers: The report notes a significant decline in LNG shipments from African nations, particularly Nigeria and Angola, which saw their exports to India drop from pre-pandemic levels of around 2.7 MT and 2.9 MT, respectively, to just 0.73 MT each in 2023.

    Present trade dynamics

    • Price Sensitivity: Indian companies remain price-sensitive, with LNG imports being contingent on competitive pricing. Analysts suggest that if LNG prices stay below $12 per mBtu, there could be significant growth in imports.
    • Geographical Advantage: The proximity of US LNG cargoes to India via the Cape of Good Hope makes it more cost-effective for sellers to export to India compared to North Asia.
    • Long-term Contracts: Ongoing long-term contracts signed by Indian entities with US suppliers continue to underpin LNG consumption, despite fluctuations in global prices.

    Use of LNG in India: 

    • Fertilizer Sector: The fertilizer sector remains the largest consumer of LNG in India, contributing to 32% of the total natural gas consumption.
    • Power Sector:  The power sector accounted for 12% of the total natural gas consumption in India.
    • City Gas Distribution (CGD) Sector: CGD entities accounted for 19% of the total natural gas consumption in India

    What can be done?

    • Strengthening Domestic Policies: India could benefit from reforms in domestic gas policies, including greater transparency over LNG inventory levels and improvements in gas pipeline capacity, to enhance the efficiency of LNG imports and distribution.
    • Creating Price Stability: The need to establish a stronger index link between LNG import prices and domestic gas prices could mitigate price risks for LNG importers, ensuring that long-term contracts remain aligned with market conditions.
    • Enhancing Infrastructure: Govt. should invest in LNG infrastructure, including regasification terminals and transportation networks, which can facilitate increased imports and improve supply chain efficiency.
    • Diversifying Supply Sources: To reduce dependency on specific regions, India should explore diversifying its LNG supply sources, including potential agreements with emerging suppliers in different regions.
  • Pharma Sector – Drug Pricing, NPPA, FDC, Generics, etc.

    [pib] National Pharmaceutical Pricing Authority (NPPA)

    Why in the News?

    The NPPA monitors the prices of scheduled as well as non-scheduled medicines under Drugs (Prices Control) Order, 2013 (DPCO, 2013), informed the Union Minister of State for Chemicals and Fertilizers.

    What are Scheduled and Non-Scheduled Formulations?

    [A] Scheduled Formulations:

    • Defined as formulations listed in Schedule-I of the Drugs (Prices Control) Order, 2013 (DPCO, 2013).
    • Ceiling prices of these formulations are revised annually based on the Wholesale Price Index (WPI) for the preceding calendar year.
    • National Pharmaceutical Pricing Authority (NPPA) is responsible for revising and notifying these prices.

    [B] Non-Scheduled Formulations:

    • Defined as formulations not included in Schedule-I of the DPCO, 2013.
    • Prices of these formulations can be increased by manufacturers, but the Maximum Retail Price (MRP) cannot be increased by more than 10% during the preceding 12 months.
    • NPPA also monitors the prices of non-scheduled formulations to ensure compliance.

    Action is taken against companies selling formulations at prices higher than permissible, and overcharged amounts are recovered.

    About National Pharmaceutical Pricing Authority (NPPA)

    • NPPA was set up as an independent regulator on August 29, 1997, for drug pricing and ensuring affordable access to medicines.
    • It is an attached office of the Department of Pharmaceuticals (DoP), Ministry of Chemicals & Fertilizers.
    • NPPA is not a Statutory or Constitutional Body.
    • It is responsible for implementing and enforcing the provisions of the DPCO.

    Functions of NPPA:

    • Fixation and revision of prices of ‘Scheduled’ drugs under Drug (Price Control) Orders.
      • Scheduled drugs (15% of the pharma market) are allowed an increase based on WPI.
      • Non-scheduled drugs (85% of the pharma market) are allowed an automatic 10% increase annually.
    • Monitoring and enforcement of drug prices.
    • Ensuring availability and accessibility of all medicines and medical devices, including non-scheduled drugs.
    • Undertaking or sponsoring studies on drug pricing.
    • Collecting and maintaining data on production, exports, imports, market share, and profitability of pharmaceutical companies.
    • Advising the Central Government on changes or revisions in drug policy.

    Back2Basics: Drugs (Prices Control) Order (DPCO)

    • The DPCO is an order issued by the Government of India under Sec. 3 of Essential Commodities Act, 1955 to regulate the prices of drugs.
    • The Order provides the list of price controlled drugs, procedures for fixation of prices of drugs, method of implementation of prices fixed by Govt., penalties for contravention of provisions etc.
    • Under the provisions of DPCO 2013, only the prices of drugs that figure in the National List of Essential Medicines (NLEM) are monitored and controlled by the regulator, the National Pharmaceutical Pricing Authority.
      • Essential medicines are those that satisfy the priority healthcare needs of the majority of the population.

     

    PYQ:

    [2019] How is the Government of India protecting traditional knowledge of medicine from patenting by pharmaceutical companies?

  • Interstate River Water Dispute

    In new: Mekedatu Project

    Why in the News?

    Karnataka CM has offered to discuss with Tamil Nadu, the implementation of Mekedatu Project across River Cauvery.

    About Mekedatu Project

    • Mekedatu is a location along Kaveri in the border of Chamarajanagar and Ramanagara Districts in Karnataka.
    • Karnataka intends to build a reservoir across River Cauvery near Mekedatu.
    • The dam is proposed to have a capacity of 48 TMC feet (thousand million cubic) and is estimated to cost Rs 6,000 crore.
    • It was first proposed in 2003 with an intention:
      • To use the water for a hydro power station (400 MW) and
      • Supply drinking water to Bengaluru city.
    • At Mekedatu, the Kaveri runs through a deep, narrow ravine of hard granite rock.

    Tamil Nadu’s concerns over the Project

    • Tamil Nadu has all along strongly opposed the project and approached the Supreme Court as well.
    • Its argument is that any dam proposal by upper riparian states in the Cauvery basin would deprive the state’s delta farmers of their rightful share of water as per the top court verdict.
    • Tamil Nadu contends that the proposed dam violates the final award of the Cauvery Water Disputes Tribunal, which determined the water-sharing arrangements between the two states.

    About Cauvery River

    • The Cauvery River, also spelled as ‘Kaveri’ and known as ‘Ponni’ in Tamil, originates from Talakaveri in the Brahmagiri range located in Karnataka’s Kodagu district.
    • It spans approximately 800 km, traversing through the states of Karnataka and Tamil Nadu, until it eventually discharges in the Bay of Bengal.
    • The river’s catchment area covers regions in Tamil Nadu, Kerala, Karnataka, and the Union Territory of Pondicherry.
    • Key tributaries that join the Cauvery include Harangi, Hemavati, Kabini, Suvarnavathi, and Bhavani.
    • Cauvery remains perennial due to its dual reliance on both advancing and retreating monsoons for rainfall.

    Justifications and proposals by Karnataka

    • Ensuring adequate flow to TN: Karnataka argues that the construction of the Mekedatu dam will not hinder the stipulated quantum of water release to Tamil Nadu nor be utilized for irrigation purposes.
    • Allocation of funds and willingness to negotiate: The Karnataka government has earmarked Rs 1,000 crore for the project, indicating its commitment. It also expresses willingness to engage in discussions and negotiations with Tamil Nadu to address concerns and find a resolution.
    • Clearance of feasibility study: The Central Water Commission cleared a feasibility study for the Mekedatu project in 2018, providing additional support for Karnataka’s justifications and indicating the project’s viability.

    PYQ:

    [2016] Recently, linking of which of the following rivers was undertaken?

    (a) Cauvery and Tungabhadra

    (b) Godavari and Krishna

    (c) Mahanadi and Sone

    (d) Narmada and Tapti

  • Historical and Archaeological Findings in News

    [pib] India concludes 46th World Heritage Committee Session in New Delhi

    Why in the News?

    • The 46th Session of the World Heritage Committee has concluded successfully.
      • It was the first time India hosted this international assembly.

    Capacity-building initiatives proposed by India

    • India pledged $1 million to the UNESCO World Heritage Centre to support capacity-building initiatives and conservation projects in developing countries.
    • India proposed to develop and implement training programs for heritage professionals from around the world.
    • India proposed exchange programs for heritage professionals and researchers.
    • Leading Indian heritage institutions, such as the Archaeological Survey of India and the Indian National Trust for Art and Cultural Heritage (INTACH), will play a key role in implementing the initiatives.

    About the World Heritage Young Professional Forum

    • The World Heritage Young Professionals Forum is an initiative by UNESCO to engage young professionals in the field of heritage conservation.
    • The first World Heritage Young Professionals Forum was organized in 1995.
    • The primary aim is to engage young professionals in heritage conservation and management through capacity building, networking, and awareness-raising.

    Back2Basics: UNESCO World Heritage Sites

    Description
    UNESCO World Heritage Sites Landmarks or areas selected by UNESCO for their cultural, historical, scientific, or other significant value, legally protected by international treaties.
    Importance World Heritage Sites represent collective and preservative interests of humanity, signifying remarkable accomplishments and intellectual history.
    Selection Criteria Sites must be already-classified landmarks, unique and significant culturally or physically, such as ancient ruins, historical structures, cities, monuments, etc.
    Conservation World Heritage Sites require practical conservation to protect them from risks like trespassing, uncontrolled access, or administrative negligence.
    World Heritage Committee Selects and monitors World Heritage Sites, manages the World Heritage Fund, and provides financial assistance. Composed of 21 states parties elected for a four-year term.
    Membership India is NOT a permanent member of the World Heritage Committee.

    It has been selected for a term from 2021 to 2025.

     

    PYQ:

    [2014] Consider the following international agreements:

    1. The International Treaty on Plant Genetic Resources for Food and Agriculture
    2. The United Nations Convention to Combat Desertification
    3. The World Heritage Convention

    Which of the above has / have a bearing on the biodiversity?

    (a) 1 and 2 only

    (b) 3 only

    (c) 1 and 3 only

    (d) 1, 2 and 3

  • Russian Invasion of Ukraine: Global Implications

    Why are Russian athletes ‘banned’ from the 2024 Paris Olympics?

    Why in the News?

    • Athletes from Russia and Belarus are banned from participating in the ongoing Paris Olympics under their nations’ official flags.
      • Many of them compete under a separate category called Athletes Individuals Neutres (AIN) in French, which means Individual Neutral Athletes.

    Reason 

    • The ongoing war in Ukraine and the conflict between Israel and Hamas add to the geopolitical tensions.
    • The Paris Summer Olympics are “the most geopolitically charged Olympics in decades.”
    • The International Olympic Committee (IOC) sanctioned Russia and Belarus after the Russian invasion of Ukraine in 2022.
      • The invasion violated the Games’ Olympic Truce, which says nations should not attack each other from 1 week before the Olympics to 1 week after the Paralympics.
      • Belarus was implicated for allegedly allowing Russia to use its territory for military purposes.
    • In October 2023, the Russian Olympic Committee was suspended after declaring authority over Ukrainian sports organizations in certain regions.

    Political Neutrality and Violations

    • The IOC cited Russia’s International Friendship Association (IFA) as a political body violating the IOC charter.
    • The charter states that sports organizations within the Olympic Movement should apply political neutrality.
    • Russia’s announcement of the Friendship Games in 2024 led to accusations of politicizing sports.
    • Critics note the concept of “political neutrality” is not based on objective criteria and is challenging to interpret consistently.

    What is Individual Neutral Athletes (AINs)?

    • The IOC allows athletes from these countries to participate as individual-neutral athletes (AINs).
      • Athletes must not represent their country or any associated organization.
      • They cannot actively support the Russian invasion of Ukraine.
    • AINs are athletes with Russian or Belarusian passports qualified through existing qualification systems.
      • They will compete under a neutral flag and uniform, with a neutral song played if they win medals.
      • The audience cannot wave their flags.

     

    Do you know?

    The Indian Olympic Association was suspended in 2014, leading to three athletes competing under the Olympic flag.

  • Innovations in Sciences, IT, Computers, Robotics and Nanotechnology

    Teaching computers to forget   

    Why in the news?

    The emergence of artificial intelligence has revolutionized various facets of our lives and has even prompted us to reevaluate our concepts of the mind, brain, and consciousness.

    Antithesis of Machine Learning (ML):

    • Machine Unlearning (MUL) is considered the antithesis of Machine Learning (ML). It was first proposed by Cao and Yang in their work “Towards Making Systems Forget with Machine Unlearning.”
    • Machine Unlearning focuses on the ability to make AI models forget specific data they have learned. This concept addresses the challenges of removing or correcting sensitive, false, incorrect, or outdated information from trained AI models.
      • While ML is about learning from data to make predictions or decisions, MUL aims to reverse this process, ensuring that certain data can be effectively and completely erased from the models.
    • This concept is crucial for maintaining data privacy, reducing AI bias, and complying with regulations that require the deletion of personal or sensitive information.

    Implementation approaches

    • Private Approach: Data fiduciaries voluntarily implement MUL algorithms, allowing flexibility but potentially limiting access for smaller companies due to cost and expertise barriers.
    • Public Approach: Governments can legislate requirements for MUL implementation, potentially creating a standard framework that data fiduciaries must follow. This can include guidelines under existing data protection laws, as seen in the EU’s AI Act, which addresses data poisoning and mandates security controls.
    • International Approach: This emphasizes the need for a global framework for MUL, recognizing that AI innovations have cross-border implications. International standard-setting organizations could play a crucial role in developing these standards

    Techniques for Machine Unlearning

    • Exact Unlearning: This method completely removes the influence of specific data points from the model.
    • Approximate Unlearning: Instead of fully erasing the data’s influence, this technique minimizes its impact on the model’s predictions to an acceptable level.
    • Data-Centric Approaches: Techniques like data reorganization and pruning are employed to manage the dataset, making it easier to identify and remove unwanted data points.
    • Model-Centric Approaches: These methods involve manipulating the model parameters directly. For example, algorithms can adjust the weights associated with the data points that need to be forgotten, thereby reducing their influence on the model’s outputs.
    • Prompting-Based Methods: In large language models (LLMs), developers can use carefully crafted prompts to induce behaviours that mimic unlearning.
    • Algorithmic Innovations: New algorithms, such as MU-Mis, focus on minimizing the contribution of specific data points to the model’s decision-making process.

    Way forward: 

    • Development of Standardized Frameworks: The need to establish a comprehensive regulatory framework for MUL can facilitate its adoption across various sectors. Governments and international organizations should collaborate to create guidelines that mandate the use of MUL techniques for data privacy compliance, similar to the EU’s AI Act. 
    • Investment in Research and Education: The need to increase funding and resources should be directed toward research in machine unlearning techniques and their applications.

    Mains PYQ: 

    The emergence of the Fourth Industrial Revolution (Digital Revolution) has initiated e-Governance as an integral part of government”. Discuss. (2020)

Join the Community

Join us across Social Media platforms.