{num}

{!last &&

}

{area}

{desc}

{year}

); } function TierPill({ tier }) { const map = { 'Q1': { bg:'rgba(139,92,246,0.2)', border:'rgba(139,92,246,0.5)', color:'#a78bfa' }, 'Journal': { bg:'rgba(201,168,76,0.16)', border:'rgba(201,168,76,0.45)', color:'#d6b55e' }, 'Conference': { bg:'rgba(34,85,232,0.18)', border:'rgba(34,85,232,0.5)', color:'#60a5fa' }, 'Preprint': { bg:'rgba(127,160,200,0.14)', border:'rgba(127,160,200,0.4)', color:'#9fb6d4' }, }; const s = map[tier] || map['Conference']; return ( {tier} ); } function PhD({ onNavigate }) { const d = window.SahajData; const mobile = window.useIsMobile(820); const [openPaper, setOpenPaper] = useState(null); // Combine peer-reviewed + preprints for the academic list const allPapers = [...(d.peerReviewed || []), ...(d.preprints || [])]; const trajectory = [ { num:'1', area:'Computer Vision', desc:'Devanagari script recognition with MallaNet (Q1, Scientific Reports, Nature)', year:'2024–2025' }, { num:'2', area:'ML Systems & Forecasting', desc:'Ensemble methods, time-series, econometric modelling', year:'2023–2026' }, { num:'3', area:'Quantum ML', desc:'Hybrid variational circuits for Devanagari digit recognition (99.80% accuracy)', year:'2025' }, { num:'4', area:'Game-Playing Agents', desc:'Multi-agent RL in incomplete-information environments (88.3% win rate)', year:'2025' }, { num:'5', area:'→ PhD Focus', desc:'Reinforcement learning for multi-modal agentic systems', year:'2026+', last:true }, ]; return (

{/* ── Header ── */}

For Researchers & Professors

Research Profile

Targeting a direct PhD in artificial intelligence. This page is written for potential supervisors and research collaborators.

{/* ── Research statement ── */}

"{d.phdStatement}"

{/* ── Research interests grid ── */}

Research Interests

{d.researchInterests.map((r, i) => (

{r.area}

{r.desc}

))}

{/* ── Research trajectory ── */}

Research Trajectory

{trajectory.map((t, i) => ( ))}

{/* ── All Publications (academic format) ── */}

Publications ({allPapers.length})

{allPapers.map((p, i) => (

setOpenPaper(openPaper === i ? null : i)} style={{ padding:'20px 0', borderBottom:'1px solid #0e1f3d', cursor:'pointer', display:'flex', gap:'20px', alignItems:'flex-start', }} > {/* Year */}

{p.year ? p.year.slice(-4) : ''}

{/* Content */}

{p.tag}

{p.title}

{p.venue} · {p.publisher}

{openPaper === i && (

{p.abstract}

{p.url && p.url !== '#' && ( e.stopPropagation()} style={{ color:'#4d7fff', textDecoration:'none', fontFamily:"'Helvetica Neue', Helvetica, Arial, sans-serif", fontSize:'13px', fontWeight:600, borderBottom:'1px solid rgba(77,127,255,0.4)', }}> View paper → )}

)}

))}

{/* ── Education + Key Training ── */}

Education

{d.education.degree}

{d.education.university}

{d.education.period}

Key Training

{d.fellowships.slice(0, 4).map((f, i) => (

{f.name}

{f.org} · {f.period}

))}

{/* ── Awards ── */}

Awards & Competitions ({d.awards.length})

{d.awards.map((a, i) => (

{a.title}

{a.org}

{a.year}

))}

{/* ── CTA ── */}

Looking for a PhD supervisor

If your group works on reinforcement learning, agentic systems, or applied ML for low-resource settings, I would like to hear from you. I have published in several of these areas and shipped ML in industry. Email is the fastest way to reach me.

Email Me Download CV Google Scholar

); } window.SahajPhD = PhD;