reinforcement learning articles

Who established Reinforcement Learning as a distinct field with their seminal textbook?

Who established Reinforcement Learning as a distinct field with their seminal textbook?

What function does the Reward Model (RM) serve in the Reinforcement Learning from Human Feedback (RLHF) process?

What function does the Reward Model (RM) serve in the Reinforcement Learning from Human Feedback (RLHF) process?

What specific level did EACL 2006 research focus RL on for learning optimal dialogue strategies?

What specific level did EACL 2006 research focus RL on for learning optimal dialogue strategies?

What essential concept must an RL agent learn to maximize over a sequence of interactions?

What essential concept must an RL agent learn to maximize over a sequence of interactions?

What major award did Richard S. Sutton and Andrew G. Barto receive in 2023?

What major award did Richard S. Sutton and Andrew G. Barto receive in 2023?

Why is Temporal-Difference (TD) learning considered significant in RL research?

Why is Temporal-Difference (TD) learning considered significant in RL research?

Regarding LLM dialogue agents, what characteristic defines their action space?

Regarding LLM dialogue agents, what characteristic defines their action space?

Which reinforcement learning algorithm is typically utilized during the RL Fine-Tuning stage of RLHF?

Which reinforcement learning algorithm is typically utilized during the RL Fine-Tuning stage of RLHF?

How does the objective learned via RL in dialogue differ from supervised learning next-token prediction?

How does the objective learned via RL in dialogue differ from supervised learning next-token prediction?

To what mathematical concept pioneered by Richard Bellman does RL owe its structural foundation for sequential decisions?

To what mathematical concept pioneered by Richard Bellman does RL owe its structural foundation for sequential decisions?

What did the Montgolfiers initially hypothesize was the active lifting agent based on early smoke containment tests?

What did the Montgolfiers initially hypothesize was the active lifting agent based on early smoke containment tests?

Which material reportedly offered better containment than paper for a given weight during larger, significant experiments?

Which material reportedly offered better containment than paper for a given weight during larger, significant experiments?

What specific substance was used by the brothers to join the sheets of paper together in the construction of the envelope?

What specific substance was used by the brothers to join the sheets of paper together in the construction of the envelope?

During the critical public unmanned flight in Annonay in June 1783, what weight capacity did the large bag successfully demonstrate?

During the critical public unmanned flight in Annonay in June 1783, what weight capacity did the large bag successfully demonstrate?

Which three living creatures were included as passengers during the September 1783 tethered biological experiment overseen by the Académie des Sciences?

Which three living creatures were included as passengers during the September 1783 tethered biological experiment overseen by the Académie des Sciences?

What prevailing, yet ultimately incorrect, scientific concepts did the brothers initially try to align their smoke observations with?

What prevailing, yet ultimately incorrect, scientific concepts did the brothers initially try to align their smoke observations with?

On what specific date did Jean-François Pilâtre de Rozier conduct the first untethered flight in a Montgolfier balloon?

On what specific date did Jean-François Pilâtre de Rozier conduct the first untethered flight in a Montgolfier balloon?

What combination of materials was famously used when constructing one of the Montgolfiers' larger balloons for structural integrity?

What combination of materials was famously used when constructing one of the Montgolfiers' larger balloons for structural integrity?

What concept did the Montgolfiers eventually recognize as the true agent of lift, superseding their initial focus on visible smoke?

What concept did the Montgolfiers eventually recognize as the true agent of lift, superseding their initial focus on visible smoke?

What was the primary experimental focus during the final, crucial phase involving the manned flight on November 21, 1783?

What was the primary experimental focus during the final, crucial phase involving the manned flight on November 21, 1783?