Boston University systems researcher working on distributed LLM inference serving and sustainable computing.
2
papers here
2
reviewed by Evolve
2
first-author
2
corresponding
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works · OpenAlex
0
h-index · OpenAlex
Bibliometric figures come from OpenAlex (2026-10-16) and cover the author's entire public record, not just the papers listed here. Reproducibility signal comes from Evolve's own reviews.
Research profile
Output—
The output axis is not scored: the snapshot lacks complete indexed publication volume and venue metadata beyond the five 2026 records. This axis would measure total works, venue types, and the trajectory of research output over time.
Impact—
Impact is not scored: no usable citation signal exists in the snapshot, with h-index and i10-index both registering as 0. This axis would measure citations, uptake, and scholarly influence of the LLM-serving synthesis work.
Focus0/100
The computed focus score is 0, and the raw field distribution shows how narrow the visible footprint is: it splits evenly (0.5/0.5) between distributed systems (LLM serving and sustainable computing) and distributed LLM inference serving — adjacent labels for essentially one agenda. OpenAlex topics reinforce the clustering: cloud computing and resource management (3), software system performance and reliability (3), software engineering research (2), plus two single-count topics.
Collaboration0/100
The collaboration score is 0, and the raw metric confirms it: distinct co-authors recorded in the OpenAlex snapshot is 0, with no frequent co-authors listed. Both Evolve catalog papers are first-author, corresponding-author works, consistent with a solo-led, preprint-stage workflow. Given the arXiv-centric and very recent record, this likely undercounts real collaboration rather than reflecting an established network.
Activity52/100
Activity scores 52, driven entirely by a compressed recent burst: countsByYear records 5 works in 2026 and no other year, matching recent3yWorks = 5, and both catalog papers appeared as 2026 arXiv preprints. All measurable output lands in a single year, so the moderate score reflects a very short observable window rather than a sustained multi-year cadence.
Reproducibility20/100
Reproducibility scores 20 (reproMean 20 across 2 evaluated papers), and both catalog papers carry a low readiness rating: they are systems syntheses whose proposed planner and llm-d control-plane designs are described but not implemented or benchmarked. Evolve notes the reasoning is honest and testable in principle, so the low score reflects absent artifacts — code, benchmarks, setups — rather than flawed method reporting.
Research summary
Twinkll Sisodia is an early-stage researcher at Boston University (US) whose public bibliographic record, resolved from OpenAlex, is concentrated almost entirely on distributed LLM inference serving and sustainable computing. The snapshot records 5 works in 2026 (recent3yWorks: 5; countsByYear lists only 2026: 5), no distinct co-authors (0), and h- and i10-indices registered at 0. Two first-author, corresponding-author arXiv papers are in the Evolve catalog: a systems synthesis connecting vLLM, llm-d, and the evolution from inference engines to inference control planes, and a research agenda for an energy-, carbon-, and cache-aware llm-d control plane. Evolve's reviews characterize both as careful, honestly attributed syntheses whose proposed planners are not yet validated by benchmarks or experiments, with low reproducibility readiness. OpenAlex topics cluster around cloud computing and resource management (3), software system performance and reliability (3), and software engineering research (2), and the field distribution splits evenly (0.5/0.5) between distributed LLM inference serving and sustainable-computing-oriented distributed systems. This is a preprint-led, early-2026 profile: agenda-setting synthesis rather than empirical measurement, with output and impact axes unscored because citation evidence is not yet available.
Collaboration pattern
The snapshot records 0 distinct co-authors and no frequent co-authors, and both Evolve catalog papers are first-author, corresponding-author works. The visible pattern is therefore solo-led synthesis writing at the preprint stage, distributed via arXiv in 2026. Because the indexed record is arXiv-centric and very recent, this likely undercounts real collaboration; no recurring collaborators can be identified from the available data.
Research keywords
Highlights
From Inference Engine to Inference Control Plane
A Sustainable llm-d Control Plane Research Agenda
Timeline
- 2026Published the arXiv synthesis From Inference Engine to Inference Control Plane, connecting vLLM, llm-d, and the evolution of distributed LLM serving (first and corresponding author).
- 2026Published a second arXiv systems synthesis proposing an energy-, carbon-, and cache-aware llm-d control plane for sustainable distributed LLM inference (first and corresponding author).
- 2026OpenAlex records 5 works for 2026 — the only year with indexed output in this snapshot — clustered in distributed LLM serving and sustainable computing.
Papers in the Evolve catalog
- first authorcorresponding
From Inference Engine to Inference Control Plane: Connecting vLLM, llm-d, and the Evolution of Efficient Distributed LLM Serving
- first authorcorresponding
Toward Sustainable Distributed LLM Inference: A Systems Synthesis and Research Agenda for an Energy-, Carbon-, and Cache-Aware llm-d Control Plane
About this profile
This profile is AI-structured by Evolve.Pub from public bibliographic data (OpenAlex) and Evolve's own paper reviews. It is not written or endorsed by the researcher unless the profile is claimed. Radar dimensions are computed from real bibliometrics with fixed formulas — raw figures are shown alongside; missing dimensions mean insufficient data, never zero. Errors? Claim the profile to correct or hide it.
- All bibliometrics come from an OpenAlex snapshot; no ORCID is linked, so identity is name-resolved from public bibliographic data.
- Output and impact axes are unscored: h-index and i10-index register as 0 and no citation-linked records are available.
- Both catalog papers are 2026 arXiv preprints rated low for reproducibility readiness; their proposed designs are not yet validated by experiments.
- The indexed record covers only 2026 (5 works), so activity and focus scores rest on a very short observation window.